AI Developer

C1 Introduction to Software Engineering 12 lessons

M1 Intro to Software Development 3

1What is Software Engineering▸ 2Software Development Ecosystem▸ 3T Final Module Assessment▸

M2 SDLC 3

1SDLC Phases▸ 2Agile and Scrum▸ 3T Final Module Assessment▸

M3 Architecture and Design 3

1Software Architecture▸ 2Design Principles and UML▸ 3T Final Module Assessment▸

M4 Programming Fundamentals 3

1Programming Concepts▸ 2Testing and Best Practices▸ 3T Final Module Assessment▸

C10 Microservices and Serverless 10 lessons

M1 Intro Microservices 3

1Microservices Overview▸ 2Microservices Architecture▸ 3T Final Module Assessment▸

M2 Design 3

1Design Patterns▸ 2Implementation▸ 3T Final Module Assessment▸

M3 Serverless 3

1Serverless Concepts▸ 2Building Serverless Applications▸ 3T Final Module Assessment▸

M4 Final Project 1

1MicroservicesServerless Project▸

C11 Machine Learning with Python 16 lessons

M1 Intro to ML 3

1ML Overview▸ 2Data Preparation for ML▸ 3T Final Module Assessment▸

M2 Regression 3

1Linear Regression▸ 2Advanced Regression and Evaluation▸ 3T Final Module Assessment▸

M3 Classification 3

1Classification Algorithms▸ 2Evaluation and Comparison▸ 3T Final Module Assessment▸

M4 Clustering 3

1Clustering Algorithms▸ 2Evaluation and Applications▸ 3T Final Module Assessment▸

M5 Recommendation Systems 3

1Recommendation Approaches▸ 2Building Recommenders▸ 3T Final Module Assessment▸

M6 Final Project 1

1ML Final Project▸

C12 AI Developer Capstone 10 lessons

M1 Planning and Model 3

1Project Planning▸ 2ML Model Development▸ 3T Final Module Assessment▸

M2 API Development 3

1AI API Development▸ 2Frontend Integration▸ 3T Final Module Assessment▸

M3 Containers and Deploy 3

1Containerization▸ 2Cloud Deployment▸ 3T Final Module Assessment▸

M4 Final Submission 1

1Final Submission▸

C2 Introduction to AI 12 lessons

M1 What is AI 3

1AI Overview▸ 2AI Technologies▸ 3T Final Module Assessment▸

M2 AI Concepts 3

1Machine Learning Pipeline▸ 2Neural Networks and Deep Learning▸ 3T Final Module Assessment▸

M3 AI Applications 3

1AI in Industries▸ 2AI Tools and Platforms▸ 3T Final Module Assessment▸

M4 AI Ethics 3

1AI Ethics and Bias▸ 2Future of AI▸ 3T Final Module Assessment▸

C3 Introduction to Generative AI 12 lessons

M1 GenAI Fundamentals 3

1What is Generative AI▸ 2Core Technologies▸ 3T Final Module Assessment▸

M2 LLMs 3

1LLM Architecture and Capabilities▸ 2Using LLMs▸ 3T Final Module Assessment▸

M3 GenAI Applications 3

1Text and Code Generation▸ 2Image Audio and Multimodal▸ 3T Final Module Assessment▸

M4 Responsible GenAI 3

1Risks and Challenges▸ 2Guardrails and Governance▸ 3T Final Module Assessment▸

C4 Prompt Engineering Basics 12 lessons

M1 Fundamentals 3

1What is Prompt Engineering▸ 2Writing Effective Prompts▸ 3T Final Module Assessment▸

M2 Advanced Techniques 3

1ShotBased Prompting▸ 2ChainofThought and Structured▸ 3T Final Module Assessment▸

M3 For Developers 3

1APIBased Prompt Engineering▸ 2Code Generation Prompts▸ 3T Final Module Assessment▸

M4 Practical Applications 3

1Building AIPowered Tools▸ 2Prompt Engineering Project▸ 3T Final Module Assessment▸

C5 Python for Data Science AI and Development 15 lessons

M1 Python Basics 3

1Variables and Data Types▸ 2Operators and Expressions▸ 3T Final Module Assessment▸

M2 Data Structures 3

1Lists and Tuples▸ 2Dictionaries and Sets▸ 3T Final Module Assessment▸

M3 Programming Fundamentals 3

1Conditions and Loops▸ 2Functions and OOP▸ 3T Final Module Assessment▸

M4 Working with Data 3

1NumPy▸ 2Pandas▸ 3T Final Module Assessment▸

M5 APIs and Collection 3

1REST APIs▸ 2Web Scraping▸ 3T Final Module Assessment▸

C6 Developing AI Apps with Python and Flask 12 lessons

M1 Flask Fundamentals 3

1Flask Setup and Routing▸ 2Templates and Static Files▸ 3T Final Module Assessment▸

M2 AI Integration 3

1AI API Integration▸ 2Custom Model Integration▸ 3T Final Module Assessment▸

M3 AI Web Apps 3

1Full AI Application▸ 2Testing and Debugging▸ 3T Final Module Assessment▸

M4 Deployment 3

1Deployment▸ 2Final Project▸ 3T Final Module Assessment▸

C7 Getting Started with Git and GitHub 10 lessons

M1 Git Fundamentals 3

1Version Control Basics▸ 2GitHub Basics▸ 3T Final Module Assessment▸

M2 Branching Merging 3

1Branching▸ 2Merging and Conflicts▸ 3T Final Module Assessment▸

M3 Collaboration 3

1Pull Requests and Code Reviews▸ 2Git Workflows▸ 3T Final Module Assessment▸

M4 Final Project 1

1Git Portfolio Project▸

C8 Django Application Development 12 lessons

M1 SQL and Databases 3

1Relational Databases▸ 2SQL Queries▸ 3T Final Module Assessment▸

M2 ORM and Models 3

1Django Setup and Models▸ 2Django ORM Queries▸ 3T Final Module Assessment▸

M3 Full Stack Django 3

1Views and Templates▸ 2REST API and Authentication▸ 3T Final Module Assessment▸

M4 Deploy App 3

1Production Deployment▸ 2Final Project▸ 3T Final Module Assessment▸

C9 Containers Docker Kubernetes OpenShift 12 lessons

M1 Containers 3

1Containerization Concepts▸ 2Container Architecture▸ 3T Final Module Assessment▸

M2 Docker 3

1Docker Commands and Dockerfile▸ 2Networking and Volumes▸ 3T Final Module Assessment▸

M3 Kubernetes 3

1Kubernetes Architecture▸ 2Deployments and Services▸ 3T Final Module Assessment▸

M4 OpenShift 3

1OpenShift Platform▸ 2Advanced Orchestration▸ 3T Final Module Assessment▸