📚 Syllabus & Course Curriculum
Data Science & Analytics
Module-by-module breakdown of GitHub for AI Projects, from foundations to a certified capstone project.
Outline
Master core version control concepts and Git architecture for reproducible AI workflows • Navigate GitHub's interface, repository management, and project organization features • Create and manage issues, pull requests, and project boards for AI task tracking
Outline
Configure optimized GitHub workspaces tailored for machine learning and data science projects • Implement repository organization strategies for datasets, models, and experiment tracking • Manage remote operations, SSH keys, and secure credential handling for cloud-based AI tools
Outline
Build automated CI/CD pipelines for model training, testing, and deployment workflows • Integrate popular AI frameworks and tools seamlessly into GitHub Actions workflows • Implement security best practices and access controls for protecting proprietary AI assets
Outline
Establish effective team collaboration protocols and code review standards for AI projects • Leverage GitHub Discussions, Wikis, and team features for knowledge sharing • Engage with open-source AI communities and contribute to collaborative projects
Outline
Implement robust versioning strategies for machine learning models and datasets • Track experiments, hyperparameters, and results using GitHub-integrated tools • Reproduce and compare model iterations with comprehensive version history
Outline
Apply GitHub for complete AI project lifecycle management from ideation to deployment • Analyze real-world case studies on machine learning model versioning in production • Develop portfolio-ready projects demonstrating GitHub proficiency for AI workflows
Outline
Utilize GitHub Codespaces for consistent, cloud-based AI development environments • Implement branch protection, required reviews, and governance policies for AI teams • Explore GitHub Packages and container registries for model and dependency management
Earn government-registered certification in GitHub for AI Projects
e-Certificate and e-Marksheet issued on successful completion.
