Starting May 11th 2026. Free for all our members. Will be available in Classroom.
Announcing our 12-Week AI Certification Program—your complete path from beginner to building production-ready AI systems. In 60 focused sessions, you’ll master Python, machine learning, deep learning, LLMs, and AI agents, while gaining hands-on experience deploying real-world solutions. Designed for ambitious builders, this program transforms you into a confident AI practitioner ready for modern industry challenges.
Week 1: Foundations of AI & Computing
- Introduction to Artificial Intelligence: Scope & Impact
- Understanding Software Evolution: From Rules to Learning Systems
- Basics of Computing, Data, and Algorithms
- Setting Up Your AI Development Environment
- First AI Demo: Building a Simple Intelligent System
Week 2: Python for AI
- Python Essentials for AI Development
- Working with Data Structures in Python
- Functions, Modules, and Code Organization
- Introduction to NumPy for Numerical Computing
- Data Handling with Pandas
Week 3: Data Fundamentals
- What is Data? Types, Sources, and Pipelines
- Data Cleaning and Preprocessing Techniques
- Exploratory Data Analysis (EDA)
- Data Visualization for Insights
- Building Your First Data Pipeline
Week 4: Machine Learning Basics
- Introduction to Machine Learning Concepts
- Supervised Learning: Regression Models
- Supervised Learning: Classification Models
- Model Evaluation and Metrics
- Hands-on: Build Your First ML Model
Week 5: Advanced Machine Learning
- Feature Engineering Techniques
- Unsupervised Learning: Clustering
- Dimensionality Reduction Methods
- Model Optimization and Hyperparameter Tuning
- ML Project: End-to-End Pipeline
Week 6: Deep Learning Fundamentals
- Introduction to Neural Networks
- Activation Functions and Backpropagation
- Building Neural Networks with Frameworks
- Training Deep Learning Models
- Deep Learning Project: Image or Tabular Model
Week 7: Natural Language Processing (NLP)
- Fundamentals of Text Data Processing
- Tokenization and Embeddings
- Introduction to Transformers
- Building NLP Applications
- NLP Project: Text Classification or Chatbot
Week 8: Computer Vision
- Image Processing Basics
- Convolutional Neural Networks (CNNs)
- Object Detection & Image Recognition
- Pretrained Models and Transfer Learning
- Vision Project: Build an Image Classifier
Week 9: Large Language Models & Prompt Engineering
- Introduction to Large Language Models (LLMs)
- Prompt Engineering Fundamentals
- Advanced Prompting Techniques
- Building Applications with LLM APIs
- Project: Build an AI Assistant
Week 10: AI Agents & Automation
- Introduction to AI Agents and Workflows
- Tool Usage and Function Calling
- Memory Systems and Vector Databases
- Multi-Agent Systems Design
- Project: Build an Autonomous AI Agent
Week 11: Deployment & Production AI
- Introduction to Model Deployment
- Building APIs with FastAPI
- Deploying AI Applications to the Cloud
- Monitoring, Logging, and Optimization
- Project: Deploy Your AI System
Week 12: AI Governance, Ethics & Capstone
- AI Ethics, Bias, and Responsible AI
- AI Governance Frameworks (Enterprise View)
- Security, Privacy, and Risk in AI Systems
- Capstone Project Development
- Final Demo & Certification Presentation