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Nickson M., GitHub Developer

Kampala, Uganda
Last Updated: 4 Jul 2023
Language Verified

- 6 years of experience in IT - 5 years of experience with Golang - 6 years of experience with Python - Fluent English - Available ASAP

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GitHub

GitHub

Python

Python   6 yr.

Go

Go   5 yr.

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Oleg A., GitHub Developer

Gdansk, Poland
Last Updated: 3 Jun 2024
Language Verified
Programming Skills Verified
CV Verified

- 11+ years of experience in web development and 4 years of experience in the Fintech domain. - Proficient in various PHP frameworks such as YII2, Laravel and Symfony. - Experienced in front-end technologies including HTML5, CSS3, SASS, LESS, and JavaScript. - Strong knowledge of APIs and integrating payment gateways (Crypto, APM, S2S). - Expertise in designing and developing secure web applications. - Familiarity with AWS, Microsoft Azure, and other cloud infrastructure management. - Proven track record of successfully delivering projects on time and within budget, receiving commendations for technical prowess, innovative solutions, and team collaboration. - Location: Poland - Available: ASAP

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GitHub

GitHub

PHP

PHP

AWS (Amazon Web Services)

AWS (Amazon Web Services)

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Vlad L., GitHub Developer

Ukraine
Last Updated: 13 Dec 2023
Identity Verified
Language Verified
Programming Skills Verified
CV Verified

- 8 years of proven professional expertise in the IT industry; - Advanced experience in Web Development using JavaScript 7+ years; - Solid experience in software development using ReactJS and React Native (6+ years); - Good experience in Web development using PHP; - Beginner experience in Web Development using Ruby on Rails; - Beginner experience in Web Development using Java; - Upper-Intermediate English

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GitHub

GitHub

React

React   6 yr.

React Native

React Native   2 yr.

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Andrii Sh., GitHub Developer

Cherkasy, Ukraine
Last Updated: 4 Jul 2023

- 24 years of professional expertise in the IT industry; - 2+ years of work experience with Kubernetes; - 6+ years of experience with Docker; - Solid skills in working with AWS Cloud Platform; - Experience with blockchain projects on Ethereum and Polkadot; - Deep knowledge of building and supporting monitoring and alerting systems using Grafana and Prometheus; - Good understanding of work with Terraform. - Skilled in designing, building, and improvement of the IT infrastructure; - Experienced in the implementation of solutions on Microsoft\ Apple \ and Unix platforms - Deep understanding of building virtual and cloud environments; - Experience in building corporate backup systems;

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GitHub

GitHub

Kubernetes (K8s)

Kubernetes (K8s)

AWS (Amazon Web Services)

AWS (Amazon Web Services)

DevOps

DevOps

Python

Python

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Mykhaylo R., GitHub Developer

Ukraine
Last Updated: 3 Jun 2024
Identity Verified
Language Verified
Programming Skills Verified
CV Verified

- Over 20 years in IT with a master's degree in Cybernetics - Proficient in Ansible: Extensive experience in deploying and managing Ansible-driven infrastructure, particularly highlighted in roles as SRE/Architect (Aug 2018 – Present) and Senior DevOps Engineer/Lead Sysadmin (Aug 2020 – May 2021), where Ansible was pivotal in scaling a learning platform from 1,000 to over 100,000 students and in key migration projects. - Expertise in Windows Environments: Demonstrated strong skills in managing Windows environments, especially as an SRE/Architect (Aug 2018 – Present) and CTO (2013 – Mar 2022), involving Windows AD+MSSQL backoffice management and ITIL Service Management framework implementation on Windows platforms. - Versatile IT Roles with Ansible and Windows: Across various roles including IT Service Manager, Senior DevOps Engineer, and CTO, consistently applied Ansible and Windows technologies in large-scale infrastructure projects and day-to-day operations, showing versatility and depth in these areas. - Managing the growth of the learning platform from 1,000+ to 100k+ active students - ITIL v3 Foundations Certificate - More than 5 years of experience in leading ITIL Service Management capability and implementing end-to-end ITIL Service Management framework - Strong experience in using ServiceNow and Jira Service Desk for ITSM - Experienced IT/Telecom Specialist - UNIX and UNIX-Like OS (FreeBSD, Linux, SunOS, MacOS X) background - Over 20 years of Windows/windows server family. From NT4.0 /win3.1 up to Server2019. As well as upgrading Up to 15 years with server HW, and 13 years with storage solutions - Infrastructure problem-solver with a strong view on reliability, performance, and disaster recovery - Fluent English

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GitHub

GitHub

Bash

Bash   10 yr.

Shell Scripts

Shell Scripts   10 yr.

MySQL

MySQL   10 yr.

Ansible

Ansible

Ansible Playbook

Ansible Playbook

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5.0
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Leaving a review to express how delighted I am to have found such a great side gig here. The project is intriguing, and I'm really enjoying the team dynamics. I'm also quite satisfied with the compensation aspect. It's crucial to feel valued for the work you put in.Overall, I'm grateful for the opportunity to contribute to this project and share my expertise. I'm thrilled to give a shoutout and recommendation to anyone seeking an engaging and rewarding work opportunity.

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I worked with Upstaff engineers for over 2 years, and my experience with them was great. We deployed several individual contributors to clients' implementations and put up two teams of upstaff engineers. Managers' understanding of tech and engineering is head and shoulders above other agencies. They have a solid selection of engineers, each time presented strong candidates. They were able to address our needs and resolve things very fast. Managers and devs were responsive and proactive. Great experience!

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FAQs about GitHub Development

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If you urgently need a verified and qualified GitHub developer, and resources for finding the right candidate are lacking, Upstaff is exactly the service you need. We approach the selection of GitHub developers professionally, tailored precisely to your needs. From placing the call to the completion of your task by a qualified developer, only a few days will pass.

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Undoubtedly, there are dozens, if not hundreds, of specialized services and platforms on the network for finding the right GitHub engineer. However, only Upstaff offers you the service of selecting real qualified professionals almost in real time. With Upstaff, software development is easier than calling a taxi.

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AI tools and expert human reviewers in the vetting process are combined with a track record and historically collected feedback from clients and teammates. On average, we save over 50 hours for client teams in interviewing GitHub candidates for each job position. We are fueled by a passion for technical expertise, drawn from our deep understanding of the industry.

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Our journey starts with a 30-minute discovery call to explore your project challenges, technical needs, and team diversity. Meet Carefully Matched GitHub Talents. Within 1-3 days, we’ll share profiles and connect you with the right talents for your project. Schedule a call to meet engineers in person. Validate Your Choice. Bring a new GitHub developer on board with a trial period to confirm that you’ve hired the right one. There are no termination fees or hidden costs.

How does Upstaff vet remote GitHub engineers? Arrow

Upstaff Managers conduct an introductory round with potential candidates to assess their soft skills. Additionally, the talent’s hard skills are evaluated through testing or verification by a qualified developer during a technical interview. The Upstaff Staffing Platform stores data on past and present GitHub candidates. Upstaff managers also assess talent and facilitate rapid work and scalability, offering clients valuable insights into their talent pipeline. Additionally, we have a matching system within the platform that operates in real-time, facilitating efficient pairing of candidates with suitable positions.

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Table of Contents

Cases when GitHub does not work

Does not work
  1. Network connectivity issues: GitHub relies on a stable internet connection to function properly. In situations where there are network disruptions or slow internet speeds, users may experience difficulties accessing GitHub. This can happen due to issues with the user’s internet service provider or local network configuration.
  2. GitHub server maintenance: Occasionally, GitHub performs scheduled maintenance to ensure the platform’s stability and to introduce new features. During these maintenance windows, certain functionalities may be temporarily unavailable or experience reduced performance.
  3. GitHub service disruptions: Despite GitHub’s efforts to maintain high availability, unforeseen technical issues can occur, resulting in service disruptions. These disruptions can range from intermittent outages to more widespread incidents affecting a larger number of users.
  4. Authentication problems: Users may encounter issues with authentication when trying to access or interact with GitHub. This can be caused by incorrect login credentials, expired authentication tokens, or problems with the authentication servers.
  5. Third-party integrations: GitHub offers various integrations with other tools and services. In some cases, issues might arise when integrating GitHub with these external systems due to compatibility problems, configuration errors, or changes in the third-party services.
  6. Browser compatibility: Different web browsers may have varying levels of compatibility with GitHub. Although GitHub is designed to work on most modern browsers, certain features or functionalities may not work optimally on older or less common browsers.
  7. User-specific issues: Occasionally, problems on GitHub may be specific to individual users’ configurations or setups. These issues can be related to browser extensions, firewall settings, or conflicting software that interferes with GitHub’s operation.

TOP 10 GitHub Related Technologies

Related Technologies
  • JavaScript

    JavaScript is the most widely used programming language on GitHub. It is a versatile language that can be used for both front-end and back-end development. With its extensive libraries and frameworks like React and Angular, JavaScript allows developers to build interactive and dynamic web applications.

  • Python

    Python is a high-level programming language known for its simplicity and readability. It has gained immense popularity among developers due to its extensive libraries and frameworks like Django and Flask. Python is widely used in fields such as web development, data analysis, and machine learning.

  • Java

    Java is a robust and widely adopted programming language for building enterprise-level applications. It is platform-independent and known for its performance, scalability, and security. Java has a vast ecosystem, including frameworks like Spring and Hibernate, making it a top choice for server-side development.

  • HTML/CSS

    HTML and CSS are the building blocks of the web. HTML is used for structuring web content, while CSS is responsible for styling and layout. These technologies are essential for front-end development and are used in conjunction with JavaScript to create visually appealing and responsive websites.

  • Go

    Go, also known as Golang, is a relatively new programming language developed by Google. It is designed for efficiency, scalability, and ease of use. Go’s simplicity and performance make it ideal for building web servers, microservices, and concurrent applications.

  • Ruby

    Ruby is a dynamic, object-oriented programming language known for its simplicity and productivity. It has a concise syntax and a strong focus on developer happiness. Ruby on Rails, a popular web application framework, has contributed to the widespread adoption of Ruby in web development.

  • C++

    C++ is a powerful programming language used for system-level development, game development, and high-performance applications. It provides low-level control and strong performance, making it suitable for resource-intensive tasks. C++ is also the foundation for many other popular languages like C# and Objective-C.

Pros & cons of GitHub

Pros & cons

9 Pros of GitHub:

  • 1. Collaboration: GitHub provides an excellent platform for collaboration among developers. It allows multiple developers to work on the same project simultaneously, making it easy to track changes, merge code, and resolve conflicts.
  • 2. Version Control: GitHub offers powerful version control capabilities, allowing developers to track changes to their code over time. This helps in maintaining a history of code revisions, making it easier to revert back to previous versions if needed.
  • 3. Code Reviews: With GitHub, developers can easily review each other’s code. This promotes better code quality and helps in identifying and fixing issues early on in the development process.
  • 4. Community and Open Source: GitHub has a large and active community of developers who contribute to open source projects. It provides an avenue for developers to showcase their work, collaborate with others, and contribute to projects that align with their interests.
  • 5. Project Management: GitHub offers project management features like issue tracking, task management, and project boards. These tools help in organizing and prioritizing work, making it easier to manage projects effectively.
  • 6. Continuous Integration and Deployment: GitHub seamlessly integrates with popular continuous integration and deployment tools. This enables developers to automate the build, test, and deployment processes, saving time and effort.
  • 7. Documentation: GitHub allows developers to create and maintain documentation for their projects. This ensures that important information about the codebase, APIs, and usage instructions are readily available to other developers.
  • 8. Integration with External Services: GitHub can be easily integrated with other services and tools, such as issue trackers, project management platforms, and code quality analysis tools. This enhances the development workflow and improves productivity.
  • 9. Security: GitHub provides robust security features to safeguard code repositories. It offers options for secure authentication, access control, and encryption, ensuring that code remains protected and accessible only to authorized individuals.

9 Cons of GitHub:

  • 1. Learning Curve: GitHub has a learning curve, especially for beginners who are new to version control systems. Understanding concepts like branches, pull requests, and merging can take some time to grasp.
  • 2. Limited Private Repositories: While GitHub offers free public repositories, private repositories are not available for free. Users need to subscribe to a paid plan to access private repositories, which can be a limitation for individuals or small teams on a tight budget.
  • 3. Reliance on Internet Connectivity: GitHub is a cloud-based platform, so developers need a stable internet connection to access their repositories and collaborate with others. Limited or unreliable internet connectivity can hinder productivity.
  • 4. Potential for Code Vulnerabilities: As GitHub is a public platform, there is a potential risk of exposing sensitive code or vulnerabilities unintentionally. Developers need to be vigilant about what they share and ensure proper security measures are in place.
  • 5. Dependency on Third-Party Services: GitHub relies on various third-party services for its functionality, such as cloud storage providers and continuous integration tools. Any downtime or issues with these services can impact the overall GitHub experience.
  • 6. Limited Support for Large Files: GitHub has limitations when it comes to handling large files. Storing and versioning large binary files can be challenging, as it may affect repository size and performance.
  • 7. Lack of Granular Permissions: GitHub’s access control is primarily based on repository-level permissions. It lacks more granular permissions at a file or folder level, which can be a limitation for complex projects with different access requirements.
  • 8. Dependency on Git: GitHub is built on top of Git, which means users need to have a good understanding of Git commands and workflows to effectively use GitHub. This can be a hurdle for developers who are not familiar with Git.
  • 9. Reliance on GitHub’s Infrastructure: Users are dependent on GitHub’s infrastructure and service availability. Any downtime or disruptions on GitHub’s end can impact development workflows and collaboration.

TOP 15 Facts about GitHub

Facts about
  • GitHub is the largest code hosting platform in the world, with over 56 million repositories as of January 2021.
  • It was founded in April 2008 by Tom Preston-Werner, Chris Wanstrath, and PJ Hyett.
  • GitHub is primarily built on Git, a distributed version control system that allows multiple people to work on the same codebase simultaneously.
  • Microsoft acquired GitHub in June 2018 for $7.5 billion.
  • As of 2021, GitHub has more than 65 million developers using the platform.
  • The mascot of GitHub is a black cat called “Octocat,” which was designed by Simon Oxley.
  • GitHub offers both public and private repositories, allowing developers to collaborate on open-source projects or work privately on proprietary code.
  • In addition to code hosting, GitHub provides features such as issue tracking, project management, and continuous integration/continuous delivery (CI/CD) workflows.
  • GitHub Actions is a powerful workflow automation tool offered by GitHub, allowing developers to build, test, and deploy their code directly from the platform.
  • GitHub Pages is a feature that enables users to create and host static websites directly from their GitHub repositories.
  • GitHub is widely used by both individuals and organizations, including some of the world’s largest tech companies such as Google, Facebook, and Netflix.
  • GitHub has a strong open-source community, with many popular projects and libraries hosted on the platform.
  • The first public repository on GitHub was created by Tom Preston-Werner and was named “mojombo/grit.” It was created on April 10, 2008.
  • GitHub offers a variety of collaboration features such as pull requests, code reviews, and discussions, making it easy for developers to collaborate and improve code quality.
  • GitHub has a robust security system in place, including vulnerability scanning, dependency management, and code scanning to help developers identify and fix security issues.

TOP 15 Tech facts and history of creation and versions about GitHub Development

Facts and history
  • GitHub was created in 2008 by Tom Preston-Werner, Chris Wanstrath, and PJ Hyett as a way to simplify and streamline the process of version control and collaboration in software development.
  • Git, the underlying technology behind GitHub, was created by Linus Torvalds in 2005 to manage the development of the Linux kernel.
  • GitHub introduced the concept of pull requests, allowing developers to suggest changes to a project and have them reviewed and merged by the project maintainers.
  • In 2012, GitHub launched GitHub Pages, a feature that allows users to host static websites directly from their GitHub repositories.
  • GitHub has become the largest host of source code in the world, with millions of developers and organizations using the platform to collaborate on projects.
  • Microsoft acquired GitHub in 2018 for $7.5 billion, solidifying its position as a leading platform for developers.
  • GitHub Actions, introduced in 2019, enables developers to automate their software development workflows directly within GitHub.
  • In 2020, GitHub announced the Arctic Code Vault, a long-term preservation program to store and safeguard open-source software for future generations.
  • GitHub Universe is an annual conference hosted by GitHub, where developers from around the world gather to learn, connect, and share ideas.
  • The Octocat, GitHub’s mascot, was created by designer Simon Oxley and has become an iconic symbol in the developer community.
  • GitHub Enterprise provides a self-hosted version of GitHub for businesses and organizations that require additional security and control over their code.
  • GitHub supports a wide range of programming languages, making it accessible to developers working in different technology stacks.
  • GitHub provides a platform for open-source software development, fostering collaboration and enabling developers to contribute to projects across the globe.
  • GitHub’s issue tracking system allows users to report and discuss bugs, feature requests, and other project-related topics.
  • GitHub offers a marketplace where developers can find and use various tools, integrations, and extensions to enhance their development workflow.

Hard skills of a GitHub Developer

Hard skills

As a GitHub Developer, having the right set of hard skills is crucial to excel in your role. Here are the hard skills required for GitHub Developers at different levels:

Junior

  • Git Version Control: Proficient in using Git to manage and track changes in code repositories.
  • GitHub Workflow: Familiarity with the GitHub workflow, including creating branches, making pull requests, and merging code.
  • Collaboration: Ability to work effectively in a team environment, collaborating with other developers using GitHub.
  • Issue Tracking: Basic understanding of issue tracking tools like GitHub Issues to manage and prioritize tasks.
  • Basic Coding Skills: Proficiency in at least one programming language and understanding of basic coding concepts.

Middle

  • Advanced Git: In-depth knowledge of Git, including advanced branching strategies, rebasing, and resolving merge conflicts.
  • GitHub Actions: Experience with setting up and configuring GitHub Actions for CI/CD workflows.
  • Code Review: Ability to conduct thorough code reviews, providing constructive feedback to improve code quality.
  • API Integration: Proficiency in integrating GitHub APIs into applications for automation and custom tooling.
  • Continuous Integration/Delivery: Knowledge of CI/CD best practices and experience with tools like Jenkins or Travis CI.
  • Testing: Understanding of testing frameworks and ability to write unit tests for code.
  • Security: Familiarity with secure coding practices and knowledge of GitHub security features.

Senior

  • Advanced GitHub Workflow: Expertise in utilizing advanced GitHub features like branch protection rules, code owners, and project boards.
  • Performance Optimization: Ability to optimize code and improve application performance using profiling and benchmarking techniques.
  • Scalability: Understanding of designing scalable systems and implementing distributed architectures.
  • Code Documentation: Proficiency in documenting code using tools like JSDoc or Doxygen.
  • Code Refactoring: Experience in refactoring code to improve readability, maintainability, and performance.
  • Deployment Strategies: Knowledge of deployment strategies like blue-green deployments and canary releases.
  • Containerization: Experience with containerization technologies like Docker for application deployment.
  • Leadership: Strong leadership skills to mentor and guide junior developers in the team.

Expert/Team Lead

  • Advanced Security: Deep knowledge of secure coding practices, vulnerability assessment, and threat modeling.
  • Architecture Design: Ability to design complex software architectures and make informed technology choices.
  • Performance Tuning: Expertise in optimizing application performance through code profiling, caching, and load balancing.
  • DevOps: Proficiency in DevOps practices, including infrastructure automation, configuration management, and monitoring.
  • Code Review & Quality Assurance: Extensive experience in conducting code reviews and implementing quality assurance processes.
  • Technical Strategy: Ability to define and drive the technical strategy for the development team.
  • Mentorship & Coaching: Proven track record of mentoring and coaching junior developers to enhance their skills.
  • Project Management: Strong project management skills to oversee development projects and ensure timely delivery.
  • Team Collaboration: Ability to foster collaboration and effective communication within cross-functional teams.
  • Technical Writing: Proficiency in writing technical documentation and providing comprehensive technical guidance.
  • Continuous Learning: Commitment to continuous learning and staying updated with the latest industry trends and technologies.

Soft skills of a GitHub Developer

Soft skills

Soft skills are essential for a GitHub Developer as they contribute to effective collaboration, communication, and teamwork. Here are the soft skills required at different levels:

Junior

  • Adaptability: Ability to quickly learn new technologies and adapt to changes in project requirements.
  • Problem-solving: Capability to identify and resolve issues in code and provide efficient solutions.
  • Time management: Skill to prioritize tasks and meet deadlines.
  • Communication: Effective verbal and written communication to interact with team members and stakeholders.
  • Attention to detail: Ability to pay close attention to code quality and ensure accuracy.

Middle

  • Leadership: Capability to take ownership of projects, guide junior developers, and provide mentorship.
  • Collaboration: Ability to work well within a team, contribute to discussions, and share knowledge.
  • Conflict resolution: Skill to resolve conflicts within the team and promote a positive work environment.
  • Critical thinking: Aptitude to analyze complex problems and devise innovative solutions.
  • Empathy: Understanding the perspectives of team members and stakeholders to foster effective collaboration.
  • Organizational skills: Ability to manage multiple projects simultaneously and prioritize tasks.
  • Presentation skills: Capability to present ideas and project progress to team members and stakeholders.

Senior

  • Strategic thinking: Ability to align development efforts with organizational goals and long-term vision.
  • Decision-making: Capability to make informed decisions, considering technical and business factors.
  • Project management: Skill to lead and manage large-scale projects, ensuring successful delivery.
  • Influence: Capability to influence and inspire team members, promoting a positive work culture.
  • Client management: Skill to effectively communicate with clients and address their needs and concerns.
  • Continuous learning: Willingness to stay up-to-date with the latest technologies and industry trends.
  • Team building: Ability to build and foster high-performing development teams.
  • Conflict management: Skill to resolve conflicts between team members and stakeholders.

Expert/Team Lead

  • Strategic leadership: Capability to lead development teams, set technical direction, and drive innovation.
  • Communication and negotiation: Effective communication and negotiation skills with stakeholders at all levels.
  • Resource management: Ability to allocate resources efficiently and optimize team productivity.
  • Performance management: Skill to assess and enhance the performance of individual team members.
  • Mentorship: Capability to mentor and guide junior developers, fostering their professional growth.
  • Risk management: Skill to identify and mitigate risks associated with development projects.
  • Business acumen: Understanding of business goals and ability to align technical efforts accordingly.
  • Change management: Skill to manage and navigate through organizational changes effectively.
  • Innovation: Capability to drive innovation and explore new technologies and methodologies.
  • Adaptability: Ability to adapt to evolving technologies and market trends.
  • Conflict resolution: Skill to handle complex conflicts and maintain a harmonious work environment.

Let’s consider Difference between Junior, Middle, Senior, Expert/Team Lead developer roles.

Seniority NameYears of experienceResponsibilities and activitiesAverage salary (USD/year)
Junior Developer0-2 yearsAssisting in the development of software applications, debugging code, writing documentation, participating in code reviews, and learning from senior developers.$50,000 – $70,000
Middle Developer3-5 yearsDeveloping software applications independently, working on medium-sized projects, contributing to architectural decisions, mentoring junior developers, and collaborating with cross-functional teams.$70,000 – $90,000
Senior Developer6-9 yearsLeading software development projects, designing and implementing complex features, conducting code optimizations, providing technical guidance to the team, and collaborating with stakeholders to define project requirements.$90,000 – $120,000
Expert/Team Lead10+ yearsLeading a team of developers, setting technical direction and standards, overseeing project execution, mentoring and coaching team members, collaborating with other teams, and driving continuous improvement in software development processes.$120,000 – $150,000+

What are top GitHub instruments and tools?

Instruments and tools
  • Git: Git is a distributed version control system that allows multiple developers to collaborate on a project. It was created by Linus Torvalds in 2005 and has since become the most widely used version control system in the world. It is known for its speed, efficiency, and flexibility.
  • GitHub: GitHub is a web-based hosting service for Git repositories. It was founded in 2008 and has quickly become the go-to platform for developers to share and collaborate on code. GitHub provides features such as issue tracking, pull requests, and code reviews, making it an essential tool for open-source projects and team collaborations.
  • Atom: Atom is a free and open-source text editor developed by GitHub. It was first released in 2014 and has gained popularity among developers due to its customizable interface and extensive plugin ecosystem. Atom is known for its ease of use and is widely used for coding in various programming languages.
  • Visual Studio Code: Visual Studio Code, often referred to as VS Code, is a lightweight and feature-rich source code editor developed by Microsoft. It was first released in 2015 and has quickly gained popularity among developers. VS Code offers built-in support for various programming languages, debugging tools, and an extensive marketplace for extensions.
  • Jupyter Notebook: Jupyter Notebook is an open-source web application that allows users to create and share documents containing live code, equations, visualizations, and narrative text. It was initially released in 2014 and has become a popular tool among data scientists and researchers for interactive data analysis and prototyping.
  • Docker: Docker is an open-source platform that automates the deployment of applications within software containers. It was first released in 2013 and has revolutionized the way developers package and deploy their applications. Docker allows for easy portability and scalability, making it a preferred choice for deploying applications in various environments.
  • TensorFlow: TensorFlow is an open-source machine learning framework developed by Google. It was first released in 2015 and has become one of the most popular frameworks for building and deploying machine learning models. TensorFlow provides a flexible architecture for numerical computation and is widely used in both research and production environments.
  • PyTorch: PyTorch is an open-source machine learning library developed by Facebook’s AI Research lab. It was first released in 2016 and has gained significant popularity among researchers and developers. PyTorch provides a dynamic computational graph, making it easy to define and train complex neural networks.

How and where is GitHub used?

How and where
Case NameCase Description
Collaborative Software DevelopmentGitHub allows developers to collaborate on software development projects by providing features like version control, issue tracking, and pull requests. This enables teams to work together efficiently, track changes, and merge code seamlessly.
Open Source ContributionGitHub is widely used for open source projects, where developers from around the world can contribute to a project. It provides a platform for collaboration, code review, and community building, allowing individuals to contribute their skills to various open source initiatives.
Continuous Integration and DeploymentGitHub integrates with various continuous integration (CI) and continuous deployment (CD) tools, enabling developers to automate the build, testing, and deployment processes. This ensures that code changes are tested and deployed quickly and reliably.
Code DocumentationGitHub provides a platform for documenting code through its integrated wiki and README files. Developers can add documentation, guidelines, and examples to help others understand and use their code effectively.
Issue Tracking and Bug FixesGitHub’s issue tracking system allows developers to report bugs, suggest new features, and track the progress of tasks. This helps in identifying and resolving issues efficiently, ensuring a smooth development process.
Portfolio and Project ShowcaseGitHub serves as a platform for developers to showcase their projects and code repositories, acting as an online portfolio. It allows potential employers, clients, or collaborators to review the quality and diversity of a developer’s work.
Education and LearningGitHub offers a valuable resource for education and learning, with many educational institutions using it to teach programming and software development. Students can access course materials, collaborate on projects, and learn from real-world code repositories.
Automated TestingGitHub integrates with various testing frameworks and tools, allowing developers to run automated tests on their code. This helps in identifying bugs and ensuring code quality before deploying it to production.
Version Control for Non-Code FilesGitHub is not limited to code files but can also be used for version control of non-code files such as documentation, configuration files, or design assets. It provides a centralized repository for managing and tracking changes to these files.

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