Trends Archives | Talent500 blog https://talent500.com/blog/category/technology/trends/ Fri, 11 Apr 2025 13:50:24 +0000 en-US hourly 1 https://wordpress.org/?v=6.7.1 https://talent500.com/blog/wp-content/uploads/sites/42/2025/01/favicon.ico Trends Archives | Talent500 blog https://talent500.com/blog/category/technology/trends/ 32 32 Mobile App Development Trends That Will Dominate 2023 https://talent500.com/blog/mobile-app-development-trends-that-will-dominate-2023/ https://talent500.com/blog/mobile-app-development-trends-that-will-dominate-2023/#respond Tue, 07 Feb 2023 12:04:35 +0000 https://talent500.com/blog/?p=36036 Developing mobile apps is becoming faster, more efficient, and more immersive. The industry is constantly evolving, and staying on top […]

The post Mobile App Development Trends That Will Dominate 2023 appeared first on Talent500 blog.

]]>
Developing mobile apps is becoming faster, more efficient, and more immersive. The industry is constantly evolving, and staying on top of all trends is key to staying ahead of the competition.

In 2023, it won’t just be about using the best technology infrastructure, but also about developing apps that serve users at their convenience. Many new trends are expected, and many previously popular ones are poised to take off at breakneck speed. Obviously, this is due to better internet connectivity and smarter mobile devices. 

I’m sure you’re just as excited as I am. But first, 

What are the top mobile app development trends to watch in 2023? 

In this blog post, we will explore the top mobile app development trends that will dominate the industry in 2023. The list will cover innovations varying from artificial intelligence, metaverse, bots, to everything else that you need to be aware of in 2023.

Emerging Mobile App Development Trends For 2023

Increased use of Artificial Intelligence and Machine Learning

The newly launched ChatGPT is one of the best examples of how ML will make the most complex project possible, while always staying on top of the best solutions. AI in mobile app development can help discover problems and resolve them quickly through automated designing, testing, and debugging before they cause any issues. You can rely on AI to handle most of the work automatically, saving you money while still delivering high-quality apps!  

Our prediction is that businesses will go all-in to implement AI and Machine learning when developing their mobile apps in 2023, even though there are many complexities involved in integrating AI into existing products.


Progressive Web Apps (PWAs)

Progressive web apps are a cross between native apps and mobile web pages that run in mobile browsers, to simulate an app experience. But PWAs are becoming popular among developers and businesses as an alternative to traditional space consuming apps, due to two important reasons. 

First, unlike an app, they have the added benefit of loading faster and providing better performance. Second, they don’t eat into the storage of devices. Brands like Flipkart, AliExpress, and a few others have all developed PWAs and are experiencing a rise in mobile sessions, a low bounce rate, and better conversions. 

Even though PWAs still present UX challenges, by addressing them head-on, developers can provide mobile users with more engaging and intuitive apps.

The rise of 5G technology

5G is a new form of wireless technology that offers speeds up to 10 times faster than current cellular networks, and huge opportunities for mobile app developers who want to take advantage of its unique capabilities!

By using cutting edge technologies like 5G+, you can create truly innovative, secure, and engaging mobile apps that will continue to captivate audiences in the future, something that couldn’t be done before 5G. 

As trend analysts suggest, it has the potential to revolutionize how we use apps, and it’s already starting to have an impact on the way we develop them.

 

On-Demand Apps

An on-demand service app is a service platform that connects time-sensitive customers with independent service providers. They are becoming popular among mobile app users, as they give consumers more choices than ever when it comes to what they want to do on their smartphones, having the potential to reduce application loading times by up to 90%. 

On-demand app development allows developers to create shorter, more focused apps that respond quickly and easily to customer demand.


Modern tools to build modern solutions

We will all agree that mobile apps need to be fast. This is why developers are turning to modern programming languages like Node.js. which is popular among developers for creating faster and more scalable apps. Over and above that, multi platform and cross-platform mobile application development will also get its share of popularity, as developers seek to create apps that work on multiple devices without sacrificing quality or functionality.


Augmented Reality (AR) and Virtual Reality (VR)

The use of new-age tools like Augmented Reality (AR) and Virtual Reality (VR), is another trend that will keep its place this year as well. Using these technologies and features in apps allows app users to integrate real-world information with virtual worlds, or the “metaverse,” so their experience gets more engaging and interactive.

Although AR and VR technologies are more prominent in gaming apps, if provided with new opportunities for fun and entertainment, it can present increased user engagement for other category apps as well. As these tools are becoming more affordable and accessible each year, it’s sure to become one of the most popular mobile app development trends in the near future.

For example, you can create an application that allows consumers to view products from different angles or experience them from different perspectives – all without ever having to leave home! 


App data security best practices

Another big trend that will retain its place is data security, which goes hand in hand with every new arrival. That could make it difficult for app users to be safeguarded from hackers. Mobile app development is evolving at an incredible rate. As a result, there is always something happening in the tech world that is having an impact on how users’ data is collected and used.

However, every new innovation often opens doors to new vulnerabilities that sometimes attract severe threats. In fact, one study has shown that 95% of user data is transmitted over unsecured channels—perfect conditions for hackers!

As developers, you can integrate advanced security features, such as voice commands, signature-based permissions, and AI-powered Natural Language Processing (NLP), into your apps to ensure that your users’ data remains safe when using your app. 


Internet of Things (IOT)
The Internet of Things (IoT) describes a network of physical objects that are online, connected, and capable of communicating and sharing information with each other and with us. It is also becoming increasingly significant when developing mobile apps. 

Your apps can get insight into user behaviour and interactions by integrating sensors, which otherwise wouldn’t be possible.

Marketers can use this data to improve the performance of their apps for marketing purposes.


Cloud native applications

Another trend that will dominate mobile app development is cloud-based services and apps. That allows developers to deploy their applications using modern programming languages and platforms for faster application deployment times while reducing the complexity and maintenance costs associated with traditional server solutions.

Since everything runs on the cloud, your app is accessible from anywhere in the world, making it a great choice for global apps that need a wide reach.


Innovative UX designs

No discussion on mobile app trends would be complete without mentioning UX design principles. Developers will have to pay attention to user interface designs and anticipate customer needs before developing apps in 2023. 

Understanding where users are struggling and how they’re experiencing your app, and finding necessary changes by generating AI powered mock-ups or prototypes based on real-time scenarios.

This will help ensure your app is as user friendly as possible from day one, and will improve user retention over time. 


The Big Data Advantage and Analytics

Predictive analytics will play a big role in improving the user experience with mobile apps this year. These tools can help track user behaviour across various platforms to help you understand how users interact with your app and what features they prefer, so you can tailor systems to their exact needs, without them even realising it! 

You and your customers will both benefit from this type of data-driven design! which will make customer segmentation an essential part of any successful marketing strategy.


Voice Assistants Will Be Everywhere

The voice assistant trend will have a significant impact on mobile app development. Various studies estimate that half of smartphone users use voice assistants regularly, which will ultimately grow over time. This means that developers must make sure their apps are easy to use with voice assistance enabled; otherwise, they risk losing users altogether.

Virtual agents or chatbots

Chatbots are also becoming increasingly popular as a way to ensure interactive customer service on all devices. Using chatbots as part of your customer service strategy allows you to respond to customer inquiries quickly and provide them with dependable support at any time of day.

Over 800 million people in more than 190 countries will be using chatbots to accomplish various tasks by the end of 2023._ HTTech 

A chatbot can also automate certain tasks, freeing up human resources to handle more important tasks, such as servicing customers directly, rather than entering information into a database. This is really something that you cannot afford to miss.


Low-code/no-code Approach

Mobile app development once required expensive in-house development resources and in-depth technical knowledge to even create the simplest of mobile apps. One cost-effective solution that businesses should adopt is low code development tools. These tools allow you to create your app without having to write any code yourself. 

This approach will effectively be beneficial to developers with some or no technical knowledge, while reducing the need for development expertise in the future.  

 

To wrap things up, I hope you find this information useful. Also, it’s a prediction, and it may be subject to change accordingly with the new technology/innovations that may appear in the market. 

Words of wisdom

To create apps that will captivate their users in the future, it is important you stay up to date with the latest trends and technologies. There is a lot a developer can do with new trends for engaging users and providing them with an excellent user experience. 

Start learning these technologies now to take your mobile app development projects to new heights!

 

The post Mobile App Development Trends That Will Dominate 2023 appeared first on Talent500 blog.

]]>
https://talent500.com/blog/mobile-app-development-trends-that-will-dominate-2023/feed/ 0
Web Design Trends To Follow In 2023 https://talent500.com/blog/web-design-trends-to-follow-in-2023/ https://talent500.com/blog/web-design-trends-to-follow-in-2023/#respond Tue, 07 Feb 2023 06:07:03 +0000 https://talent500.com/blog/?p=35986 In this fast-moving world of innovation, people love to follow trendy things. It can be food, dress, car, or the […]

The post Web Design Trends To Follow In 2023 appeared first on Talent500 blog.

]]>
In this fast-moving world of innovation, people love to follow trendy things. It can be food, dress, car, or the web. As web developers, we pour our hearts and souls into creating visually stunning and user-friendly websites. To ensure that our efforts pay off, it’s essential to stay current with the latest web design trends. By incorporating these trends into our designs, we can create websites that are not only functional but also visually fresh and appealing.

Having a good design can convert your views into users, and it is important to focus on the web’s aesthetics and follow the trend to catch people’s attention. The Front-end of an application defines the success of any online business since it brings considerable improvements in web performance. It takes only 0.05 seconds for an average user to form an opinion of a business/product by looking at their website. 

So, let’s dive in and explore the exciting world of web design trends and discover how they can help us create amazing websites that stand out from the crowd.

Dark Mode

Dark mode is a popular trend that is going around in web design and has taken the industry by storm. It’s a design feature that inverts the traditional color scheme of a website or application, swapping light backgrounds for dark ones and vice versa. The high contrast created by this method can make it less difficult for your eyes, especially when you’re sitting in low-light environments, and can help you to reduce eye strain and improve the overall user experience.

Dark mode can be seen in almost all social media applications, browsers, desktop applications, etc. Also, there is a trend among developers to use dark mode in their code editors like VS Code, Sublime Text, etc.

Minimalism

Minimalism is a design trend that has been gaining popularity in recent years. It involves using simple, clean, and minimal designs that focus on the overall UI and UX. Minimalist designs enable the content to take center stage and improve website usability by removing unnecessary elements.

One of the main advantages of minimalist designs is that they are simple to use. The overall user experience on the website is so smooth that anyone can easily find the information that they want. Minimalistic designs can also be visually appealing, using just a few colors and simple typography.

Bold Typography

In recent years, the use of bold typography has become much more popular in the web design field. It usually involves using large, bold, and impactful text to create a visual hierarchy and draw the attention of the user within seconds when they visit a website. These kinds of websites have a good call-to-action and a minimal appearance. 

Most of the websites will have simple fonts, but that’s their beauty, and it is so eye-catching.

Examples of bold typography can be found in various web designs, such as

  • Large headings and titles that use thick, bold fonts to create a strong visual impact.
  • Using different typefaces and font weights to create a visual hierarchy and draw attention to specific elements.
  • Using oversized typography in hero sections creates a sense of drama and impact.

3D Touch

A 3D experience on a website can be really eye-catching and increase user engagement. Web design is increasingly using 3D elements to give users more immersive and interactive experiences.

Most of these immersive websites make use of WebGL, which is a JavaScript API for rendering interactive 2D and 3D graphics within any compatible web browser without the use of plug-ins. Recently, a JavaScript library called ThreeJS gained a lot of popularity as it can make working with WebGL much easier.

Glassmorphism

Glassmorphism is a web design trend that combines the use of transparency and layered elements to create a unique and visually interesting look. The design looks much like the aesthetic of shattered glass, where multiple layers are used to create a sense of depth and movement.

The main elements of Glassmorphism in web design include semi-transparent shapes, layering, and contrasting colors. Most of the websites I have seen use shades of primary colors. These elements are often used to create a sense of depth and movement on the website, making it more visually engaging.

Hand-drawn-like illustrations

Hand-drawn elements in web design is a trend that has been gaining popularity in recent years. It involves using illustrations, typography, and other elements that have a hand-drawn or sketchy aesthetic. These components can give a website a personal touch and increase its sense of humanity and approachability. 

Hand-drawn elements can be used in various ways in web design, such as:

  • To create a unique and visually interesting look for a website.
  • To create a sense of warmth and friendliness on a website.
  • To make a website feel more playful and fun.

Gradients

Gradients are not a new thing to the web development world, but right now they are a web design trend that is very common among designers and developers, and it involves using a transition between two or more colors to create a sense of depth and dimensionality. They can be used to add visual interest and make a website more engaging.

Gradients can be used in different ways in web design, such as:

  • Backgrounds: Gradients can be used as backgrounds to add visual interest and make a website more engaging.
  • Buttons and Call-to-Action: Gradients can be used to create buttons and call-to-action elements that stand out and grab the user’s attention.
  • Text and Typography: Gradients can be used to add depth and dimensionality to text and typography elements.
  • Icons and Illustrations: Gradients can be used to add depth and dimensionality to icons and illustrations.

 

Website Walkthrough -Like a game

One of the upcoming trends that I personally believe in is having websites that have a good storytelling ambiance. These types of websites will engage visitors and leave a favorable impression.

Bruno Simon’s website is a popular portfolio website that uses technologies like ThreeJS and WebGL to create an interactive experience and walkthrough through his portfolio showcasing his courses, projects, and many more.

Parallax Scrolling

Parallax scrolling is a web design trend that involves the use of layered images or sections that move at different speeds as the user scrolls down the page. This creates a sense of depth in a 2D scene of distance, making the website more visually interesting and engaging.

Parallax scrolling can be used to create different effects, such as:

  • Creating a sense of depth and dimensionality on a flat screen.
  • Giving a sense of movement and animation to the website.
  • Creating a more immersive and engaging experience for the user.
  • Highlighting specific elements on the website, such as calls to action.

Material Design

Material design is a design language that was introduced by Google in 2014; it’s a design system that aims to create a consistent and intuitive user experience across all of Google’s platforms and products. 

Material Design is a popular design language, and it’s widely used in web design. It can be implemented using frameworks such as Material-UI, Materialize, and Vuetify.

One of the key features of material design is the use of layering and depth to mimic the physical world and its textures. This is achieved by using shadow effects and layering elements on top of each other to create a sense of depth.

Metaverse Effect

Following the trend, the next biggest trend that I personally see is the metaverse effect. The metaverse is a term that describes a virtual universe where users can interact with each other and digital objects in a shared space. It is an immersive and interactive environment that combines virtual reality, augmented reality, and the internet.

Both AR and VR are being used to create more engaging and interactive experiences for users. They can help to increase user engagement and reduce bounce rates, making them a valuable tool for businesses.

Claymorphism 

Claymorphism is a relatively new web design trend that combines the use of clay-like textures and organic shapes to create a unique and visually interesting look. It takes inspiration from the aesthetic of handmade pottery, where textures and shapes are used to create a sense of depth and movement.

To create a claymorphism design, designers can use a variety of techniques, such as using Photoshop or Figma to create the textures and shapes and using vector graphics software such as Adobe Illustrator or Sketch to create the shapes and illustrations.

Customizable viewing experiences

These kinds of websites are really becoming popular these days, as they allow users to personalize the way they interact with and view a website or application. This could include options such as adjusting font size, color schemes, layout, and more.

Examples of customizable viewing experiences include:

  • Providing users with the option to adjust font size and color scheme.
  • Allowing users to switch between different layout options, such as a grid view or a list view.
  • Enabling users to adjust the brightness and contrast of the website or application.
  • Offering users the ability to customize the navigation menu to suit their needs.

Aesthetic Websites

Aesthetic design refers to the visual appearance of a website or application, and it encompasses elements such as color, typography, imagery, and layout. Aesthetic design is an important aspect of web design, as it can have a significant impact on the overall user experience.

Visible Borders

In 2023, web designers will shift towards a more realistic approach to web design by using visible borders and frames in their layouts. These borders not only serve the purpose of separating different sections of the website, but they also add a touch of human-like drawing by revealing the underlying structure and organization of the website.

By using visible borders and frames, designers can create a clean and organized layout that is easy to navigate for visitors. They can also use these borders to showcase more content without making the website feel crowded or overwhelming. This approach allows designers to balance the technical constraints of web design with a more visually appealing and realistic aesthetic.

Retro Design in UI 

Retro design is making a comeback in web design, and it’s no wonder why. This trend combines nostalgia with a modern twist, creating a unique and visually striking aesthetic that can help make your website stand out.

Retro design often incorporates elements from the past, such as bold typography, vintage imagery, colors, and graphic patterns. The use of these elements can evoke feelings of nostalgia in visitors, helping to create a deeper connection with the website. This trend is going to stick for the next couple of years because old is gold, right?

Be it movies or design, some old styles remain evergreen. In the web design world, retro style is often used to stand out from the regular design.

A better page not found

In 2023, the 404 error page is no longer seen as just a dummy page, but rather an opportunity for designers to showcase their creativity and add an element of fun to the user experience. Instead of a plain, static page, many websites are now using interactive animations and mini-games on their 404 pages to keep visitors engaged and encourage them to continue browsing the site.

These engaging 404 pages often include animations that mimic the theme or style of the website and mini-games that are both entertaining and educational. By providing a fun and interactive experience, these 404 pages can help reduce the disappointment and frustration of not finding the desired page and keep visitors like us on the website for longer.

Motion Design

Motion design is a form of digital animation that combines graphic design, video production, and programming to create visually engaging and dynamic content. It is used to add movement and animation to websites, applications, and other digital media.

Motion design can be used for a variety of purposes, such as creating eye-catching and memorable website loading animations, creating interactive user interfaces and animations, and creating videos and short films. Motion designs are mostly seen on portfolio websites and other web pages where there is less dynamic content, and the content will rarely change there.

 

Conclusion

Congratulations on reaching this far! You’re a fantastic reader!

2023 is shaping up to be the year of user engagement in web design. With the rise of technologies such as virtual reality and augmented reality and the increasing importance of the user experience, designers are focusing on creating more engaging experiences for all users.

In this detailed blog on web design trends, we looked at some of the best design trends that are going to be there in 2023. Staying with current web design trends while maintaining your own unique “style” will ensure your designs stand out and provide an exceptional user experience.

Happy Styling!

 

The post Web Design Trends To Follow In 2023 appeared first on Talent500 blog.

]]>
https://talent500.com/blog/web-design-trends-to-follow-in-2023/feed/ 0
4 warning signs of an upcoming layoff https://talent500.com/blog/4-warning-signs-of-an-upcoming-layoff/ https://talent500.com/blog/4-warning-signs-of-an-upcoming-layoff/#respond Thu, 22 Dec 2022 06:54:56 +0000 https://talent500.com/blog/?p=35403 Layoff becomes a topic of discussion during an economic slowdown or unprecedented events like a pandemic, but it’s a regular […]

The post 4 warning signs of an upcoming layoff appeared first on Talent500 blog.

]]>
Layoff becomes a topic of discussion during an economic slowdown or unprecedented events like a pandemic, but it’s a regular occurrence. In the United States alone, nearly 2 million people are laid off by their employers every month. Hence, it is likely that anyone can face layoffs at some point in their work life.

But does that mean you need to be caught off guard?

Not necessarily. Disruptions like COVID-19 are rare, and often there are many signs of layoffs that can be noticed ahead of time. Awareness of these signs is essential for your career growth as it helps you prepare for the worst.

Here are the common warning signs of oncoming layoffs that you must read without fail.

1. Cost cutting

The most common warning sign of an upcoming layoff is spending and hiring freezes. If you find your company putting promotions on hold or rescinding previously available posts, they need to be visible on the internal job board. It can be an indication of an implemented hiring freeze. Companies must hire talent regularly to remain relevant and hide from the competition. If for some reason, your organization has put a hold on promotions and hires, it might be planning for layoffs.

A financial crisis can also trigger employment termination. If that’s the case, on a smaller level, you will witness that office supplies haven’t been replenished in months or that your company can no longer sustain free snacks – clear signs of cost cutting

Of course, these signs are insufficient to deduce that the company will lay off employees, but it’s better to err on caution. It is often noticed that if there are budgetary problems, layoffs can come as soon as within three months.

2. Senior managers are leaving 

Senior managers are some of the first few of the top management to know about upcoming layoffs. If you find that senior managers are abruptly leaving the company, it can signify layoffs. As people at the higher levels are frequently aware of what’s happening behind the scenes, they are the first to go when things look bad.

Another indicator of downsizing or shutdown can be frequent discussions about restructuring during meetings. The meetings are often about projects, customers, and deliverables. However, if they are more about outsourcing, reengineering, cutbacks, and similar terminologies, your company might need to be more stable. Staying relevant is essential for job security, but if you or your department can no longer add value to the organization, you will most likely be restructured. Simply put, you are at the most risk of being laid off.

3. Your organization hires external consultants

At larger organizations, reducing the number of senior managers is often accompanied by hiring external consultants. The first signs of layoffs occur several months before the actual event occurs. While most talks about the event occur behind closed doors, a tell-tale sign can be the hiring of external consultants, especially if they hire consultants to deal with process optimization, improvement, and business redesign.

These people were made responsible for deciding how many employees could be laid off without the company falling apart. Planning and executing layoffs is difficult, and most internal HR teams must prepare to handle such transactions. This is why consultancy services exist, offering workforce management and optimization. If you find your organization taking service from the one, it can signify impending layoffs.

4. Jobs are being phased out 

Technology is an excellent tool for employees on the job. It makes them productive and improves their efficiency. However, it can also replace them in some scenarios leading to mass layoffs. A recent example is when Amazon India began mass layoffs stating ‘some roles  are no longer required.’ It is a decision that was driven by the advancement in technology.

As technology progresses in several industries, companies are heavily investing in tools that can streamline the work processes without the need for additional resources such as more employees. With the adoption of these changes, some roles start losing responsibilities until such a time that they become redundant.

If your organization’s jobs are being phased out, it might be a sign of layoffs coming. It is why upskilling is extremely important for professional growth. The development of technology today poses an extreme risk to manual, repetitive, and labor-intensive jobs.

 

Conclusion 

There is no benefit in being anxious about impending layoffs; instead, your focus should be on controlling your career trajectory. Start upskilling and look for opportunities before the fallout.

Talent500 can help you jumpstart your job search by connecting you with some of the largest tech companies around the world. Sign up here to join our elite talent pool and discover career-redefining opportunities.

The post 4 warning signs of an upcoming layoff appeared first on Talent500 blog.

]]>
https://talent500.com/blog/4-warning-signs-of-an-upcoming-layoff/feed/ 0
4 things you should do to prepare for a layoff https://talent500.com/blog/4-things-you-should-do-to-prepare-for-a-layoff/ https://talent500.com/blog/4-things-you-should-do-to-prepare-for-a-layoff/#respond Thu, 22 Dec 2022 06:31:44 +0000 https://talent500.com/blog/?p=35391 Economies worldwide face uncertainties that have a ripple effect on the job market across industries. You or someone you know […]

The post 4 things you should do to prepare for a layoff appeared first on Talent500 blog.

]]>
Economies worldwide face uncertainties that have a ripple effect on the job market across industries. You or someone you know has experienced a layoff at some point recently. It might be a scary thought, but no matter how stable and safe your career seems, anyone can get the so-called pink slip. There are so many variables – economic slowdowns, rising competition, or even a natural disaster – all of these can lead to a job loss.

Economic downturns can happen unexpectedly. Fortunately, more often than not, it is followed by a relatively fast turnaround. For instance, the sudden shift in the work culture due to the COVID-19 pandemic in 2020 resulted in severe staffing shortages. However, soon the economies rebounded, and things went back to normal.

As a professional, you must be prepared for unemployment, especially that can result from a layoff. Instead of being shocked at the outcome, you must think about preparedness and job search.

Here are some essential steps that you can take.

1. Update your resume

Regularly updating your resume is required whether you are facing an upcoming layoff. It might seem overwhelming if you last did it a while ago, but you can break it down into smaller pieces. Don’t think the resume’s minimal length makes it any easier. Set aside some time every day to work on each section of your resume to get it updated in no time.

If you are still trying to get started, you can begin by including ‘big wins’ such as notable projects, promotions, degrees, and certifications. Then you can move to more minor accomplishments such as volunteer work or learning new software. Proactively remove any old or irrelevant skills and update to the latest format. Including remote work skills can be an essential asset since many companies have started offering hybrid or remote work opportunities.

2. Start an emergency fund 

An emergency fund is a fiscal responsibility you must adhere to, whether you are just starting your career or a seasoned veteran. Ideally, you must have 3 to 6 months of monthly living expenses in your emergency fund, according to financial planners. 

However, the actual contribution will depend on the feasible options possible for you. While you must create an emergency fund from the beginning, if you see a layoff coming, you must set aside as much as possible to have financial stability in the worst case scenario.

This fund must be kept in a secure place where you can quickly access it. You must never put your emergency fund in a fixed deposit scheme or buy stocks with it. It is the money that must be available immediately when you need it.

3. Explore the job market 

It is always a good idea to keep on exploring new opportunities to apply your professional expertise. To improve your chances of landing a better job, you must acquire additional skills, improve the existing ones, or a new certification to fill in gaps in your knowledge. This is essential to come across as an attractive candidate when you apply for the new job.

Even if you feel that you have all the skills required after reading the job description, you must pay attention to the most common keywords used in the job description. You must mention these keywords in your cover letters, resume, and, if possible, even in your LinkedIn profile to optimize them for getting past applicant tracking systems. With some degree of discretion, you can also use some of the keywords from the job description during the interview to create an impression that you’re a right fit for the role. 


4. Networking

An essential tool in preparing for layoff is networking. While connecting with people on LinkedIn is more straightforward, you must pay attention to networking in real life. It is known that networking helps you get the best of opportunities, and even recruiters prefer a reference from employees working for the company rather than picking unfamiliar candidates. To prepare for the layoff, you can join LinkedIn groups and engage with members from other teams, departments, and even attend corporate events. You can then utilize these networks to engage with professionals from your field. MeetUp and Eventbrite are great places for professionals to socialize with people from specific domains.


Conclusion 

Layoffs bring uncertainty for every employee who gets downsized. The best option to deal with this uncertainty is to prepare for a layoff and have a solid plan. The tips we shared above will help you keep on a productive track toward landing a new job before or soon after the anticipated layoff.

Talent500 is helping tech professionals find clearly defining opportunities quickly and easily with some of the largest companies around the world. Sign up here to learn more.

The post 4 things you should do to prepare for a layoff appeared first on Talent500 blog.

]]>
https://talent500.com/blog/4-things-you-should-do-to-prepare-for-a-layoff/feed/ 0
Top iOS app development trends to watch out for in 2022 https://talent500.com/blog/top-ios-app-development-trends-to-watch-out-for-in-2022/ https://talent500.com/blog/top-ios-app-development-trends-to-watch-out-for-in-2022/#respond Mon, 19 Sep 2022 14:03:41 +0000 https://talent500.com/blog/?p=33932 Apple devices constitute a significant share of all mobile devices in the world. According to market research, the percentage of Apple […]

The post Top iOS app development trends to watch out for in 2022 appeared first on Talent500 blog.

]]>
Apple devices constitute a significant share of all mobile devices in the world. According to market research, the percentage of Apple in the mobile market increased from 40% in 2020 to 47% in 2021-22. 

Unsurprisingly, iOS app development is also propelled by the growth of Apple devices. People’s behavior is changing, and businesses are rapidly adopting digital transformation. The app development market is booming and is expected to reach $ 613 billion by 2025. As an app developer, you must know what’s changing in the industry to be ahead of the competition.

This article discusses the critical iOS app development trends you must keep a tab on in 2022.

1. Swift 6

While not a trend but an essential upgrade in the iOS app development sector is Swift 6. For iOS developers, Swift is one of the best programming languages as it is specially created for iOS platforms. Whether small or big-scale apps, Swift is used for iOS app development at all scales. Companies like LinkedIn, Apple, Slack, and Netflix use Swift for their iOS applications.

Swift 6 is the latest programming language version with essential upgrades such as powerful API and module stability, comprehensive compatibility, and added features to help iOS developers create apps for future Apple devices. We recommend you use Swift 6 for iOS applications as it has tools that allow you to focus on code quality and logic much more effectively.

2. Machine learning and artificial intelligence

Machine learning and artificial intelligence have been used in several segments of software development. While these disciplines are not new to 2022, their recent growth has brought many positive changes in app development. Undoubtedly, one of the year’s leading trends in iOS app development will be the inclusion of these technologies. For instance, Apple introduced the latest version of the machine learning framework – Core ML 3, to help developers create applications across a broad range of segments such as computer vision, speech recognition, IoT, and so on. 

You must focus on machine learning and artificial intelligence because they can help keep your apps relevant by enabling them to learn and grow. As users will use your iOS application, machine learning will empower it to learn about the user’s preferences and behaviors and anticipate their requirements or wants to serve them better. Some apps are already doing it, such as Spotify’s search suggestions, the ELSA English learning iOS app, and Siri.

3. Internet of Things (IoT)

IoT is the technology that automates the most routine task in our lives by connecting various devices and enabling them to share information. The impact of IoT is expected to reach $1.6 trillion by 2025.

iOS development is embracing IoT to provide better apps for users. For example, iOS health applications use this technology to assist healthcare providers better. They can check a patient’s condition at home through several devices, such as heart rate monitors that share data with their iOS applications. Using several image processing algorithms, Triton Sponge is an excellent example of an iOS app using IoT to help determine how much blood a patient has lost.

Another trend that the Internet of Things is bringing to iOS app development is wearables.

4. Wearables 

Wearables are already a common sight. Apple Watch, fitness bands, and Apple AirTag, are all examples of wearables. These devices are empowered by IoT technology and share data with their dedicated iOS apps. As we move towards a more connected world with technological advancements in the internet infrastructure, we can expect wearables to become increasingly popular. With the wearable software market poised to reach $ 118.16 billion by 2028, it is one of the critical iOS app development trends to keep a tab on.

Besides the health segment, wearable devices are also becoming popular as they allow you to access social media content without using your phone. Popular messengers like Telegram and Slack already have Apple Watch applications to receive and send messages. This is a trend that most other services are expected to follow in the coming years.

5. iBeacon

The iBeacon is the talk of the town due to its marketing capabilities. The powerful technology from Apple is grabbing the attention of marketing because it allows us to send push notifications to iPhone users using Bluetooth technology.

It’s easier to understand the application of iBeacon with an example. Suppose you want to notify potential customers about the sale in your clothing store if they pass by your store. While banner ads and billboards are an option, they are not as high converting as direct push notifications. Using iBeacon, you can create an application to send information to iPhone users as soon as they are within a set range of your store.

This iOS app development trend is finding high adoption in the retail industry to boost sales. If you develop diverse applications for the retail and e-commerce industry, this is the trend for you to follow in 2022.

Conclusion 

Apple devices are here to stay, and iOS app development is poised to grow by leaps and bounds. We hope these trends will help you be in touch with the latest development in the industry.

Talent 500 is the platform for iOS app developers to find global opportunities with fast-growing start-ups and Fortune 500 companies. Sign up here to join the elite pool of iOS developers.

 

 

The post Top iOS app development trends to watch out for in 2022 appeared first on Talent500 blog.

]]>
https://talent500.com/blog/top-ios-app-development-trends-to-watch-out-for-in-2022/feed/ 0
Trending technologies to add in your resume in 2022 https://talent500.com/blog/trending-technologies-to-add-your-resume-in-2022/ https://talent500.com/blog/trending-technologies-to-add-your-resume-in-2022/#respond Thu, 31 Mar 2022 13:26:03 +0000 https://talent500.com/blog/?p=1688 In all likelihood, 2022 is going to be a monumental year for the world of technology. A plethora of new […]

The post Trending technologies to add in your resume in 2022 appeared first on Talent500 blog.

]]>
In all likelihood, 2022 is going to be a monumental year for the world of technology. A plethora of new technologies is taking charge and redefining the digital space at a truly phenomenal pace. Last year marked an exponential growth in people building web and mobile applications for different purposes by using cross platforms such as React Native, Flutter, etc. Apart from that, AR/VR technology has also been rapidly developing, especially with the growing interest of companies such as Facebook, Google, Amazon, and Microsoft in this field. This era-defining makeover is continuously transforming all facets of our lives including the way we communicate, interact with our surroundings, and especially how we function in a professional environment.

With all these changes taking place, there is one pertinent question that pops up in the mind of every professional working in tech-related fields: What are the technologies worth exploring to improve employment prospects in the coming years? Here are some suggestions that will add value to your resume

Machine learning & artificial intelligence

Machine learning and Artificial Intelligence can be applied to different industries in various ways to improve efficiency and optimize processes that previously required human input and supervision. Machine learning in particular is a field of study that gives computers the ability to learn without being explicitly programmed. It has a lot of potential to help companies solve real-world problems and reduce costs. Additionally, the emergence of these technologies has led to the creation of new roles.

With the pandemic, many companies have begun implementing AI, especially in customer-facing processes. Chatbot usage has also grown as customer support teams are stretched thin. These technologies will continue to play a pivotal part in business transformation and recruitment, and 2021 is already seeing the need for highly specialized skills in these areas.

Data science & analytics

The growth and use of data are changing the game for every business. From finance to IT, and healthcare, big data is driving change in how markets operate. In simplest terms, Data Science is the use of machine learning, data, and statistics to get insights and make predictions about the future. Data scientists are the ones leading the way to the future for the corporate world, by helping companies understand their data and use it to make informed decisions.

According to LinkedIn, ‘data science specialist’ as a top “in-demand jobs” in 2022. Also, with the rise of other groundbreaking technologies like AI, Machine learning, Cloud Computing, and Automation, it has become the responsibility of data scientists to stay up-to-date with upcoming trends that can help in achieving faster and better business outcomes.

Blockchain technology

Blockchain is a new and revolutionary way of data storage on the internet. Data is essentially stored in packets called blocks. Each block of data is linked to the previous block, which makes it tamper-proof. It promises to change the way we use the Internet by making almost anything of value sharable without powerful intermediaries standing between the participants in a transaction. Hence Blockchain technology is quickly becoming a must-have skill set across industries.

Currently, It’s primarily used by Bitcoin and many other crypto-assets such as NFTs, but understanding how it works is not only vital for your future career in tech-related fields, but also for a consumer of digital content.

5G

5G technology is set to transform the way we use mobile networks as it promises a higher speed of connectivity and capacity. Companies are pumping lots of investment into the research and development of this technology. One of the remarkable features of 5G is that it enables you to connect multiple devices that require high network bandwidths simultaneously. This fact alone will be a catalyst for so many emerging technologies such as autonomous vehicles, enhanced mobile broadband, the Internet of Things, etc. Such a seismic shift in day to day life of the average person will create avenues for a wide range of new employment opportunities that are based on this technology.

So which one of these technologies should you master and add to your resume?  It would be a good idea to pick what suits you based on various factors such as interest level, past experience, and a willingness to learn. Also, it depends on job roles that require a combination of different skills.  Another approach would be to do your personal research and identify areas of application for all these technologies in your field of choice. Then choose the one that has the highest probability of taking over your field in the near future.

Trying to stay ahead of the curve in finding remote tech job opportunities in the current job market? Explore exciting options from across the globe with Talent500. Visit our official website to see the latest job updates.

The post Trending technologies to add in your resume in 2022 appeared first on Talent500 blog.

]]>
https://talent500.com/blog/trending-technologies-to-add-your-resume-in-2022/feed/ 0
Top 13 programmers & developers to follow on Twitter for coding tips in 2023 https://talent500.com/blog/top-13-programmers-and-developers-to-follow-on-twitter/ https://talent500.com/blog/top-13-programmers-and-developers-to-follow-on-twitter/#respond Mon, 13 Sep 2021 12:14:57 +0000 https://talent500.com/blog/?p=1503 If coding, programming, software development, and modern technology excite you, consider following these 13 programming and software development experts on Twitter.

The post Top 13 programmers & developers to follow on Twitter for coding tips in 2023 appeared first on Talent500 blog.

]]>
Every second, there are around 6,000 tweets going live on Twitter, making it one of the many hotspots on the internet. While social media is a great tool to connect with friends and acquaintances and share experiences, it can be quite a useful tool to educate yourself too. Twitter is an excellent platform to find information, but one of its main benefits is networking. As a programmer or software developer, you can connect with various industry-based experts and gurus via this micro-blogging site. 

Whether you’re an aspiring developer, a seasoned programmer, or someone looking to branch out into coding, there’s a world of opportunity here. With the right information, you can hone your skills and follow in the footsteps of industry leaders and trailblazers. If coding, programming, software development, and modern technology excite you, consider following these 13 programming and software development experts on Twitter.

Jason Fried – 289.7K followers 

https://twitter.com/jasonfried

Jason is the co-author of the book ‘Rework’, a New York Times bestseller. He has also co-founded 37signals, a web application company that builds tools like Basecamp, Highrise, Backpack, Ta-da List, and Writeboard. He is currently the founder and CEO of Basecamp, the makers of HEY. He identifies himself as a non-serial entrepreneur and a serial author having given a Ted talk on his revolutionary ‘rework’ ideas. Apart from valuable blogs, his tweets contain practical advice for developers.

Jeff Atwood – 281.5K followers 

https://twitter.com/codinghorror

Jeff Atwood is an American software developer and co-founder of Discourse, Stack Exchange, and Stack Overflow, an online community for developers to grow. He is also an author, blogger, and entrepreneur. He writes for his popular blog, Coding Horror, where he discusses software programs and their users. His coding anecdotes are insightful, interesting, and quirky, offering a unique perspective of this cutting-edge profession.

Scott Hanselman – 268.1K followers

 https://twitter.com/shanselman

Scott Hanselman is a programmer, teacher, and speaker with experience of over two decades in coding. He is an expert in coding, writing, speaking, promoting, braiding, learning, and listening. He’s maintained a blog for over 10 years and continues to spread coding and OSS knowledge. The blog is a treasure chest of information for both novice and expert developers. He works at the Web Platform Team at Microsoft and has been podcasting for the last 5 years. The open web is what interests him the most among his list of other pursuits including community, social equity, media, and entrepreneurship.

Addy Osmani – 264.3K followers

 https://twitter.com/addyosmani

An engineering manager at Google Chrome, Addy Osmani works as a leader of the Speed team with an aim to make the web faster. He has created various open-source projects including TodoMVC, Yeoman, and Material Design Lite. He has also authored the book ‘JavaScript Design Patterns’. He shares helpful tips on JavaScript and web development and provides great solutions for improving page speed and web performance. 

John Resig – 259.3K followers 

https://twitter.com/jeresig

A JavaScript expert, John Resig is the creator of the JavaScript Evangelist for Mozilla, the JQuery JavaScript framework, and the jQuery JavaScript library. He currently works as a Chief Software Architect at Khan Academy and co-authored the book ‘The GraphQL guide’. With over 125 informative talks under his belt since 2006 and an impressive number of followers, he is definitely worth following, especially if you are a budding JavaScript developer. He shares tips and links to resources that can make a big difference in your approach.

Joel Spolsky – 176.9K followers

 https://twitter.com/spolsky

Joel Spolsky is currently the CEO and founder of Stack Overflow. He also founded Fog Creek, Trello, Glitch, and HASH. He is the mind behind some of the favorite tools of the developer community. He has been associated with projects including Microsoft Excel, Visual Basic, and Fog Creek Software. Besides authoring ‘Joel on Software’, he shares interesting blogs and links for developers and programmers.

Amanda Rousseau – 159.6K followers 

https://twitter.com/malwareunicorn

Amanda Rousseau runs a Twitter account with the name ‘Malware Unicorn’. She is an Offensive Security Professional at the Facebook Red team. She has worked as a Senior Malware Engineer at Endgame, Inc. and has been a speaker at some of the biggest cyber security conferences around the world. Security, malware, reverse engineering, and fashion are the fields that interest her. Her Twitter handle is the account to follow if you’re looking to learn about the growing field of cyber security and reverse engineering tools.

Brendan Eich – 152.3K followers

 https://twitter.com/BrendanEich

Brendan Eich is the creator of the famous JavaScript language. He is presently the co-founder and CEO of Brave Software and Basic Attention Token. Besides this, he is the co-founder of Mozilla and Firefox. His experience and contributions to the tech world are reason enough to follow him. There’s a lot to learn from legends like Brendan, so make sure you don’t miss out!  

Rasmus Lerdorf – 55.4K followers

 https://twitter.com/rasmus

Well-known as the creator of the PHP coding language, Rasmus Lerdorf has affiliations with the eCommerce company, Etsy. He has previously worked at Yahoo! for seven years as an infrastructure architect and contributed to many open-source projects. His tweets are motivating for budding developers, and link back to ground-breaking technology that can easily put you ahead of the rest. 

Sara Ownbey Chipps – 49.5K followers

 https://twitter.com/SaraJChipps

Sara Ownbey Chipps is a co-founder of ‘Girl Develop It’, a non-profit organization aimed at encouraging and helping women become software developers. She co-founded and was the CEO of Jewelbots, which focuses on and uses hardware to surge the number of girls opting for STEM fields. Having been in the software and open-source community for two decades, she worked as an engineering manager at Stack Overflow, a leading Q&A resource for software developers around the world. A New York-based developer, she now works with LinkedIn and is a role model for women programmers and all those looking to make a difference in the world.

Chris DiBona – 40.2K followers

 https://twitter.com/cdibona

Chris DiBona is the director of Open Source and Science Outreach at Google. He also contributed to the game ‘Fractured Veil’. Prior to his stint at Google, he was a writer/editor at Slashdot and had co-founded Damage Studios. He specializes in many fields including open source and related methodologies, C++, Python, game development, marketing, and public relations. 

Bryan O’Sullivan – 11.7K followers

 https://twitter.com/bos31337

Bryan O’Sullivan is the engineering director leading the Developer Infrastructure team at Facebook. He builds teams by promoting collaboration, team spirit, setting bold goals, and executing them to build responsive and delightful products. He also lectures at Stanford University and has authored a book ‘Real World Haskell’ besides co-authoring in ‘Mercurial: The Definitive Guide’ and ‘The Jini Specification.’ 

Jennifer Dewalt – 10.9k followers 

https://twitter.com/jenniferdewalt

Jennifer Dewalt is the techie who built 180 websites in 180 days – a feat of pure skill and intelligence that very few are equipped to do! She has immense knowledge in coding and is an inspiring personality for any coder. She founded multiple startups including ‘Zube’, a project management platform for agile development teams. 

There is no dearth of influential and innovative tech-wizards on Twitter, but these 13 should inspire you to think big. Many of them started small and are now impacting real-world change. Following these frontrunners and learning from them is a proactive approach to growth, which is a necessity to stay ahead of the competition. Another way to give yourself an edge is to achieve your potential with Talent500. 

Our skill assessment algorithms align your profile with the right job opportunities at Fortune500 companies across the globe. With our assistance, you can work with the best in the world, contribute to innovation, and maybe someday, even feature on a list like this one! To get #twostepsahead and take control of your career, sign up today.

The post Top 13 programmers & developers to follow on Twitter for coding tips in 2023 appeared first on Talent500 blog.

]]>
https://talent500.com/blog/top-13-programmers-and-developers-to-follow-on-twitter/feed/ 0
Why Progressive Web Applications Are the Next Big Thing https://talent500.com/blog/why-progressive-web-applications-are-the-next-big-thing/ https://talent500.com/blog/why-progressive-web-applications-are-the-next-big-thing/#respond Fri, 02 Jul 2021 06:15:41 +0000 https://talent500.com/blog/?p=1486 In today’s online environment, users are spoilt for choice when it comes to applications and websites. Companies strive to attract […]

The post Why Progressive Web Applications Are the Next Big Thing appeared first on Talent500 blog.

]]>
In today’s online environment, users are spoilt for choice when it comes to applications and websites. Companies strive to attract customers and maintain their business, and many successfully do so on one platform or another. However, the problem arises when the user has to navigate between these solutions and the experience doesn’t carry over. For instance, the app experience for an online service may be stellar as compared to the website, and the gap between the two can be damaging. This is where progressive web apps (PWA) come into play.

Simply put, progressive web apps are websites that have been designed to resemble an application. There are many benefits to such a technology, with data backing the claim that users prefer mobiles apps to websites. This makes sense, considering that applications are generally easier to navigate, offer better personalisation, and offer the ability to work offline. These are just some of the features that a PWA leverages to provide users with an enhanced experience.

For a deeper dive into why progressive web apps are the future of web design and development, take a look at these pointers.

Heightened security

For any type of web provision, security is among the top priorities. Not only does it protect the user base from malicious attacks but also inhibits the lasting damage that these cyber-attacks could lead to. What’s more, search engines like Google encourage web services to have the right type of security provisions in place. Failing to do so has its drawbacks and users are often notified of any shortcomings in this regard.

Progressive web apps don’t have to worry about such security concerns, so long as the website is using HTTPs. This helps them enjoy the same security benefits and ensures that interactions happen in a controlled environment. The benefit of this heightened security is that it allows for more diversified application. Users can now comfortably enter sensitive personal or financial information into progressive web apps without worrying about it being stolen or exposed.

Offline functionality

Among the key reasons why progressive web applications are regarded as the future of web applications is because it bridges the gap between online and offline access. Thanks to the use of a proxy server known as a ‘ServiceWorker’, developers are able to offer users an offline experience. This is also considered semi-offline in some cases, but the key takeaway is that it works offline.

Unlike a traditional web application or website, a PWA doesn’t rely completely on having an active network to work. It leverages content caching to facilitate offline function. Over to the side of development, this is all possible due to the Java scripts mentioned above. These can respond to connectivity changes and network requests, while operating independently from the application.

Better user experience and conversions

Providing a simple, easy, and hassle-free user experience is the end goal for any application. Progressive web applications particularly excel in this regard because of ServiceWorkers. These unique event-driven scripts allow granular caching and speed up the application greatly. In fact, with proper optimisation, a developer can ensure that the PWA loads almost instantly and is easy to navigate, even without a network connection.

These benefits further translate into conversions for companies that leverage the power of a PWA. A great example is AliExpress, a company which was able to increase its conversions by 104% for new users. Besides this, there was a 74% increase in the time spent per session by users on their PWA. These numbers showcase the power of a PWA, but it isn’t the only success story. Another notable conversion metric PWAs were able to deliver on was user engagement. Saudi retailer eXtra Electronics was able to generate an additional 100% sales through the PWA via web push notifications.

Cost-effective development cycles

There are numerous testimonies to back the claim that PWAs are cost-effective. Nicolas Gallagher, the Engineering Lead for Twitter Lite, claims that it is the least expensive way to use Twitter. Further, developing a PWA benefits the parent company because it is much cheaper to build as compared to a native application.

To offer perspective, on average, a PWA can cost between $3,000 and $9,000, whereas a native application will cost around $25,000 to develop. Aside from the cost, a progressive web application takes less time to develop. This is particularly valuable to startups as it promises a much quicker ROI.

Universality

Progressive web apps are solutions that combine the features of a website and an app. Among the key benefits is that these apps can run on any device or operating system as it utilises the browser. This helps provide a seamless user experience across devices as developers are required to optimise for the browser. Unlike a traditional app, this reduces the need for heavy-duty downloads and saves on platform real estate.

A good example is Pinterest’s PWA, as it’s only around 150KB in size, as compared to the native app, which is around 56MB for iOS and over 9MB for Android. Besides saving on the file size, PWAs are also universal because there’s no need for any type of installation. Think of it as a plug-and-play solution that businesses can fall back on across all devices with a browser.

Personalised interactions

PWA developers have the freedom to personalise user experiences in a more flexible manner than is possible with a traditional app. This improves customer loyalty and engagement by a great deal and one of the best examples of this technology are push notifications.

To web developers across the world, progressive web apps check all the boxes. They are fast, cross-platform compatible, reliable, and tightly integrated. What’s more, companies are slowly catching on and making PWA development a priority for their online services. This means that there’s a growing demand for developers and the scope for innovation is massive. With the required skill set, you could very easily find yourself developing the next big thing!

To better position yourself to achieve this type of success and work amongst the best in the industry, sign up for the Talent500 platform. Our algorithms intelligently align your profile with leading Fortune 500 companies, across the world, thus enabling you to be on the frontline of innovation.

The post Why Progressive Web Applications Are the Next Big Thing appeared first on Talent500 blog.

]]>
https://talent500.com/blog/why-progressive-web-applications-are-the-next-big-thing/feed/ 0
A guide to executing Linear Regression in Python https://talent500.com/blog/a-guide-to-executing-linear-regression-in-python/ https://talent500.com/blog/a-guide-to-executing-linear-regression-in-python/#respond Fri, 04 Dec 2020 14:09:46 +0000 https://talent500.com/blog/?p=1249 Regression and classification are two commonly used supervised learning algorithms and while classification is used for discrete values (e.g. email […]

The post A guide to executing Linear Regression in Python appeared first on Talent500 blog.

]]>
Regression and classification are two commonly used supervised learning algorithms and while classification is used for discrete values (e.g. email spam detection), regression is employed when the values are continuous (e.g. weather forecasting). Breaking down the term linear regression is important: ‘regression’ means that there is a causal or ‘cause and effect’ relationship between two or more variables and ‘linear’ implies that this correlation is linear, that is, if you plot it in a 2D space, you’d get a straight line. 

Linear regression has a wide range of real-life applications from assessing the risks that insurance providers take to vendors adjusting their prices based on income statistics. Modelling such data in Python is fairly easy too. In this guide you’ll learn some basic linear regression theory and how to execute linear regression in Python.

What is simple linear regression?

In linear regression, you map dependent variables with independent variables. The dependent features are also known as outputs or responses and the independent features are called inputs or predictors. Here is some theory based on insights from Mirko Stojiljković’s article on Real Python.

A linear regression model can be defined by the equation:

𝑦 = 𝛽₀ + 𝛽₁𝑥₁ + ⋯ + 𝛽n𝑥n + 𝜀

𝑦 is the dependent feature

x = (𝑥₁, … 𝑥n) are the independent features 

𝛽₀…𝛽n are the regression coefficients or model parameters

𝜀 is the error of estimation, which can be averaged out to be zero

In case of simple linear regression, there is only one independent feature.

So, the regression model narrows down to:

𝑦 = 𝛽₀ + 𝛽₁𝑥₁

In carrying out linear regression you are arriving at estimators for 𝛽₀…𝛽n, the regression coefficients.

The estimated regression function then is:

𝑓(x) = 𝑏₀ + 𝑏₁𝑥₁ + ⋯ + 𝑏n𝑥n

At any given point, the difference between the actual and predicted response would be the residual (R).

For 𝑖 = 1, …, m,

      Ri = 𝑦i – 𝑓(𝐱ᵢ) 

To arrive at the best set of coefficients, the goal is to minimize the SSR, sum of squared residuals. 

SSR = Σᵢ(𝑦ᵢ – 𝑓(𝐱ᵢ))²

How to execute simple linear regression in Python?

To implement simple linear regression in Python you can use the machine learning package Scikit-Learn. You can try out the code on Jupyter.

Import libraries

Pick the dataset

Consider this simple dataset provided by T McKetterick on Kaggle which provides, from a small sample of American women aged 30-39, average mass as a function of height.

Now, importing the CSV using pandas:

To get a glimpse of the dataset, execute:

The output is:

(15, 2)

And to view some of the data run:

The output is:

To “see” if the data would be good for linear regression, it makes sense to plot it.

The result is:

As you can see, this is very linear in form.

Provide the data

Here, you are to divide the data into independent and dependent variables:

Create a linear regression model:
Now, on to creating a linear regression model with Scikit-Learn and fitting it with the dataset.

To train the model use:

The output is:

LinearRegression()

To predict features run:

Evaluate the model

Root mean square error is a metric we want to minimise. So, let’s see how our model has performed:

View the results:

You get:
Root mean squared error: 0.49937056025884025
R2 score: 0.9891969224457968

Both these are very good values.

Also, take a look at the coefficients.

You get:

Slope: [61.27218654]
Intercept: -39.06195591884392

Having 𝑏₀ = -39 makes sense, as a person shouldn’t have positive weight for zero height (x).

Take a look at the line predicted by the model:

Now that you have a working model, you can use it to predict dependent variables for a new dataset, say, for a larger group of women of a similar age group and demographic.

So, you could get weight values for random heights, such as, 1.3, 1.5, 1.2, 2.4, 1:

Have a look at x and y_pred:

You get:

[[1.3]
[1.5]
[1.2]
[1.4]
[2.4]
[1. ]]

And similarly,

To get:

[ 40.59188659 52.84632389 34.46466793 46.71910524 107.99129178
22.21023062]

How to execute multiple linear regression in Python?

As an example of multiple linear regression consider data on cars from CarDekho, available at Kaggle.

Import Libraries

Provide the dataset

To view the first 5 rows of data:

You get:

Prepare the data
Now, for the purpose of evaluation, consider that the present price depends on only 3 of the above factors: years, selling price, and kilometers driven.

This time around, try dividing the dataset itself, into training and testing sets. You could keep a ratio of 80:20.

You can view the dimensions of the matrices:

You get:
(240, 3)
(61, 3)
(240,)
(61,)

Train and test

Once again, use Scikit-Learn library to train and test:

The output is:

LinearRegression()

In multiple linear regression, the model will try to arrive at optimal values for all coefficients.

You can view these now:

You get:

That is, if the present price increases by ‘1 unit’, the selling price should increase by 1.87 units. (e-1 ~ 3.68). Or if the kilometers driven increase by 1 unit, the selling price drops by 3.14 units.

Prediction and evaluation
You can now make predictions on the dataset:

To view actual vs precited values,

This is what you get:

You can now evaluate RMSE and R2 score for training and test data:

You get,

RMSE = 2.040579021493682
R2 score = 0.8384238519780597

And for the test data:

You get:

RMSE = 1.6867312004140655
R2 score = 0.887446046362064

So, what do you think? 

  1. Are these metrics a good starting point? 
  1. Or would it help to carry out some exploratory analysis first, and have some other variables play a factor in deciding the selling price?

In the field of data science, being inquisitive helps arrive at the right answers. 

It also helps to work on projects with some of the best minds in the industry, and for that, you can simply sign up with Talent500. Our dynamic skill assessment algorithms align your skills to premium job openings at Fortune 500 companies. This way you’ll put what you learn in data science to practice and get hands-on experience with top real-world problems!

The post A guide to executing Linear Regression in Python appeared first on Talent500 blog.

]]>
https://talent500.com/blog/a-guide-to-executing-linear-regression-in-python/feed/ 0
The Basics Of Security Concepts To Protect Your Web Service https://talent500.com/blog/the-basics-of-security-concepts-to-protect-your-web-service/ https://talent500.com/blog/the-basics-of-security-concepts-to-protect-your-web-service/#respond Thu, 26 Nov 2020 07:06:16 +0000 https://talent500.com/blog/?p=1234 Website security is a complex topic in today’s times – given the increasing threats and evolving customer expectations. However, by […]

The post The Basics Of Security Concepts To Protect Your Web Service appeared first on Talent500 blog.

]]>

Website security is a complex topic in today’s times – given the increasing threats and evolving customer expectations. However, by following a systematic approach to website security, you can secure a website from cyberattacks

Why Is Website Security Important?

Website security is essential for several reasons. First, nobody wants a hacked website because leaked user data can cost you your image, as well as business. For example, if your website is hacked and eventually blacklisted, it can lose up to 95 per cent of its organic traffic. Besides, a data breach can also result in lawsuits, substantial fines and loss of reputation. 

Not surprisingly, web security is a priority for most businesses. New and advanced technology solutions are being employed to combat website security threats. However, the nature of crime is also evolving in line with developments in security software. Therefore, it is of utmost importance to build a secure site from the start to ensure all data is adequately protected and safe.

Basic Tenets Of Website Security

Security should not be an afterthought. This is demonstrated by the Equifax data breach that impacted the personal information of over 147 million people in 2017. The company only realised about the breach much later and was eventually asked to pay over $700 million in fines to settle the issue.

Before we dive into the basics of website security, here’s a brief of the most common website security threats

  1. Malware
    Virus: It’s the most common type of malware which affects the entire standalone system in the way that an attacker wants. Best way to keep away from a  virus is to have an antivirus which is upto date and be cautious with opening a file sent from unknown emails or sms or though any other medium.
    Worms: Worms are very dangerous as they affect the entire network once they are injected to any system in the network. The best way to keep away from worms is to have an updated antivirus.
    Trojans: This type of malware open the backdoor for other types of malware to access the system
  2. Attacks
    DDoS: Distributed Denial of service attack. Here the attacker creates different bots to attack the victim’s machine. Source of the attacker is unknown in this case, although nothing is hidden on the internet.
    DrDoS: This is called Distributed reflection Denial of Service attack. In this attack multiple servers are compromised by the attacker which act like the attacking machine to the actual victim. Then the machines which are compromised are doing DDoS to the victims machine.
    Man in the middle attack: Let’s say you’re trying to send a confidential file to your boss. Now this file could possibly be tampered, as the name suggests, by  a middle man.
    This attack can be prevented by hashing the information you’re trying to send.|
    Phishing attack: Phishing attack is the most common attack where if successful, there could be a breach of your personal data. The attacker sends in a malicious link, redirecting you to a site that looks similar to the one you use regularly.
    So the next time you login to any website, make sure you look at the URL to stay protected.
  3. Spoofing
    Web spoofing: In web spoofing, a duplicate of a very trusted site is sent by the
    attacker. If the attack is successful, one will end up with their personal details
    such as username and password stolen.
    IP spoofing: There are sites which authenticate a user based on the IP address.
    In this type of attack, the attacker pretends to be you behind a spoofed IP
    address to gain access.
    DNS spoofing: Also known as DNS cache poisoning. In this attack
    the attacker corrupts DNS data that is introduced in the DNS resolver causing
    the user to land on the attackers page instead of the trusted page.

What we have shared above is a very broad description of some of the potential security threats. However, the list isn’t comprehensive, and there are hundreds of more threats looming against your website at all times. Having a planned website security framework can help you minimise the danger of being affected by these threats. Even if your website’s security is compromised, a proper security framework can help you mitigate the damage and prevent such happenings in the future. 
The US National Institute of Standards and Technology (NIST) has developed a Cybersecurity Framework, which is very helpful in devising a security guide for any firm. It breaks down the website security framework into five parts. Let’s see what each part entails:

Identify

This is the first stage where all the asset inventory must be documented and reviewed. 

This can be broadly divided into the following subcategories that must be reviewed:

  • Plugins, extensions, themes, and modules,
  • Web properties, servers and infrastructure
  • Third-party integrations and services,
  • Access points/nodes.

Protect

This is the second and crucial stage where you put preventive measures or layers of defense to safeguard your site. But where do you begin? If you are dealing with an e-commerce site, then you must comply with requirements like PCI DSS or Payment Card Industry Data Security Standard. Besides, it would help if you worked upon environments that are easy to attack. This can be done via security patches that can be regularly updated. You can also activate a web application firewall to block any external attacks. Also, it is a good idea to train your employees and put in place strong access control policies to minimise human error and employee theft.

Detect

Continuous monitoring is pertinent to keep an eye on your site’s security state. It requires you to implement tools for monitoring your website so that you are alerted in case of any issue.

With monitoring, you should be able to verify the state of assets like SSL certificates, DNS records, user access, file integrity, etc. Additionally, scanning software may be implemented to keep a check on your site’s health.

Respond

A response plan is an integral part of any security framework so that you know what to do in case your site’s security is compromised. An incident response plan must include the setting up of an incident response team or person who’d be responsible for reporting the incident. Next, there should be an action plan to mitigate the impact of the event through containment, eradication and recovery.

Recovery

This is the fifth part of the proposed security framework that requires you to take regular back-ups and create recovery options in case your data is lost or crashed. 

Now that we have acquainted you with a general framework for website security, here are some proven tips to secure your website:

  • Never skip updates, as websites are often compromised due to outdated, insecure software. 
  • Avoid hosting multiple sites on a single server to prevent the threat of cross-site contamination. 
  • Limit user access and permissions by granting the minimal privileges on any system, and only for the time the action is necessary. 
  • Set strong passwords and avoid re-using them.
  • Keep control of file permissions to prevent misuse.
  • Activate 2FA/MFA wherever possible for an additional layer of authentication

Securing your web assets is crucial for your user experience, brand reputation, as well as your company’s bottom line. Besides investing time and intelligence in creating a reliable security framework, you also need to hire cybersecurity experts for implementing the framework. If you are a software engineer, you can pursue an exciting career in the field of cybersecurity. Sign up on T500 if you are looking for a jump in your career and find suitable opportunities with Fortune 500 firms globally.

The post The Basics Of Security Concepts To Protect Your Web Service appeared first on Talent500 blog.

]]>
https://talent500.com/blog/the-basics-of-security-concepts-to-protect-your-web-service/feed/ 0
8 Web Development Trends That Will Dominate In 2021 https://talent500.com/blog/top-web-development-trends-that-will-dominate-in-2021/ https://talent500.com/blog/top-web-development-trends-that-will-dominate-in-2021/#respond Thu, 12 Nov 2020 11:18:37 +0000 https://talent500.com/blog/?p=1221 The emerging conditions have given the digital revolution a massive push. Online commerce was already peaking in 2020, but now, […]

The post 8 Web Development Trends That Will Dominate In 2021 appeared first on Talent500 blog.

]]>
The emerging conditions have given the digital revolution a massive push. Online commerce was already peaking in 2020, but now, most businesses in almost every vertical are jostling for space on the World Wide Web. At present, besides dealing with the increasing competition, companies must also keep up with the changing user expectations to ensure their website doesn’t look outdated or any critical web standards are ignored.

In this post, we have rounded up 8 web development trends that are going to be the benchmark in 2021. Let’s dive in:

1. Progressive Web Apps (PWA)

Progressive web apps aren’t new in the world of web development, but they recently became mainstream due to the high-quality user-experience associated with them. PWAs enable users to access a website with the same speed and convenience on mobile as on the computer. Not surprisingly, a rise in mobile penetration has given impetus to PWA technology in web development. Another feature of PWAs is that you can make some of the site features accessible offline by storing your static files into the browser cache. Thus, websites with PWAs give you a two-fold advantage – a mobile-first experience and offline accessibility for essential features. 

2. Single Page Websites

In a world where less is more, simple single-page websites are bound to perform better than a complex web of pages. Whether you are setting up a new site or looking to revamp your website experience, investing in a single-page WordPress website is undoubtedly an excellent place to start. 

3. Voice Commerce

The way we access information is evolving. Today, many of us are hooked to AI-based assistants that react to voice commands. Thus, instead of typing queries into a search bar, there’s an increased preference for voice-based interactions that are faster and convenient. However, a voice-activated interface isn’t prevalent at the moment. Still, the trend is expected to catch up soon, making it a worthy addition to your web development strategy.

4. Artificial Intelligence & Chatbots

Artificial intelligence and chatbots have made their presence felt in the past couple of years. Presently, AI-enabled chatbots are not only widespread in customer service but also being used for automation in marketing and other processes. In 2021, there’s no reason that you should not integrate a chatbot on your site to enable 24/7 customer service.

Data indicates that chatbots can handle up to 80% of repetitive queries on their own and can be trained to pass on more complicated concerns to human agents for a more streamlined support process. Besides, chatbots can also help in predictive marketing by analysing thousands of data points and present your site visitors with relevant suggestions and offers, pro-actively.

5. WebAssembly

Stats indicate that 47% of consumers expect a web page to load in less than 2 seconds, and 40% of people abandon a website that takes over 3 seconds to load. Besides increasing the bounce rate, a 1-second delay in page response can reduce your conversions by 7% – which means lost business and lesser profits in the long run.

Simply put, a great looking website will not do much for you unless it is also high-performing. Unfortunately, JavaScript limitations often make websites slow, adversely impacting your user experience. That’s also why WebAssembly is getting popular. It ensures fast performance, irrespective of the programming language and platform. With WebAssembly, you can compile the code in any programming language into bytecode that runs in a browser, resulting in faster loading time, cross-browser compatibility and smaller footprint – the fundamental tenets of modern web development fulfilled by WebAssembly.

6. Motion Design UI

Motion design or animation, a top web design trend in 2020, is going to remain in vogue in the coming year owing to its utility. Motion design can be summed up as a minimalistic design coupled with neat interactions that not only look good but also attract user attention. Some of the examples of motion design include charts, pop-ups, pull-down menu, page header transitions, etc.

With a little effort, motion design can help you create a unique interface that entertains users, leading to increased engagement and better visibility on search engine page results. Another popular UI trend in 2020 is dark mode, adopted by several top brands like Instagram and Apple. Dark mode looks effortlessly chic and highlights the other design elements on your page. It also reduces eye strain in low-light conditions, making it a trend worth considering in your web update.

7. Serverless Architecture

Serverless technologies are becoming popular for improving site performance by avoiding system overload, data loss and simplifying web development. Serverless technologies like cloud computing make it exceptionally quick to execute time-consuming yet straightforward tasks like notification delivery, objects export and downloading file back-ups. If you are a web developer, serverless architecture can change your approach to web development dramatically while delivering some exceptional results at a lower cost. 
 

8. The RAIL Model

The RAIL concept first appeared in 2015 but only recently got popular for two reasons – faster page loading time and exceptional site performance. RAIL refers to:

  • Response – Every input receives an instant response, within 100 milliseconds.
  • Animation – Scrolling and dragging are used as the main elements for animation to complete every frame in 16 milliseconds.
  • Idle – This improves performance by only loading the critical elements on a page instantly. The remaining blocks can be loaded later in the background.
  • Load – These are the main page elements, like the navigation bar and the home screen, which are loaded in the first second to hook users and keep them engaged. The most extended time in this framework is one second that is required for loading the initial screen. Everything else is executed in milliseconds. 

As you’d agree, web development trends continue changing. Still, high-quality user experience is what constitutes the core of every website, and that’s something you must never lose sight of as a web developer.

If you are looking for exciting opportunities in the field of web development, sign up on Talent500 to work with Fortune500 companies across the globe.

The post 8 Web Development Trends That Will Dominate In 2021 appeared first on Talent500 blog.

]]>
https://talent500.com/blog/top-web-development-trends-that-will-dominate-in-2021/feed/ 0