Free 12-Week AI Certification Program
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
  1. Introduction to Artificial Intelligence: Scope & Impact
  2. Understanding Software Evolution: From Rules to Learning Systems
  3. Basics of Computing, Data, and Algorithms
  4. Setting Up Your AI Development Environment
  5. First AI Demo: Building a Simple Intelligent System
Week 2: Python for AI
  1. Python Essentials for AI Development
  2. Working with Data Structures in Python
  3. Functions, Modules, and Code Organization
  4. Introduction to NumPy for Numerical Computing
  5. Data Handling with Pandas
Week 3: Data Fundamentals
  1. What is Data? Types, Sources, and Pipelines
  2. Data Cleaning and Preprocessing Techniques
  3. Exploratory Data Analysis (EDA)
  4. Data Visualization for Insights
  5. Building Your First Data Pipeline
Week 4: Machine Learning Basics
  1. Introduction to Machine Learning Concepts
  2. Supervised Learning: Regression Models
  3. Supervised Learning: Classification Models
  4. Model Evaluation and Metrics
  5. Hands-on: Build Your First ML Model
Week 5: Advanced Machine Learning
  1. Feature Engineering Techniques
  2. Unsupervised Learning: Clustering
  3. Dimensionality Reduction Methods
  4. Model Optimization and Hyperparameter Tuning
  5. ML Project: End-to-End Pipeline
Week 6: Deep Learning Fundamentals
  1. Introduction to Neural Networks
  2. Activation Functions and Backpropagation
  3. Building Neural Networks with Frameworks
  4. Training Deep Learning Models
  5. Deep Learning Project: Image or Tabular Model
Week 7: Natural Language Processing (NLP)
  1. Fundamentals of Text Data Processing
  2. Tokenization and Embeddings
  3. Introduction to Transformers
  4. Building NLP Applications
  5. NLP Project: Text Classification or Chatbot
Week 8: Computer Vision
  1. Image Processing Basics
  2. Convolutional Neural Networks (CNNs)
  3. Object Detection & Image Recognition
  4. Pretrained Models and Transfer Learning
  5. Vision Project: Build an Image Classifier
Week 9: Large Language Models & Prompt Engineering
  1. Introduction to Large Language Models (LLMs)
  2. Prompt Engineering Fundamentals
  3. Advanced Prompting Techniques
  4. Building Applications with LLM APIs
  5. Project: Build an AI Assistant
Week 10: AI Agents & Automation
  1. Introduction to AI Agents and Workflows
  2. Tool Usage and Function Calling
  3. Memory Systems and Vector Databases
  4. Multi-Agent Systems Design
  5. Project: Build an Autonomous AI Agent
Week 11: Deployment & Production AI
  1. Introduction to Model Deployment
  2. Building APIs with FastAPI
  3. Deploying AI Applications to the Cloud
  4. Monitoring, Logging, and Optimization
  5. Project: Deploy Your AI System
Week 12: AI Governance, Ethics & Capstone
  1. AI Ethics, Bias, and Responsible AI
  2. AI Governance Frameworks (Enterprise View)
  3. Security, Privacy, and Risk in AI Systems
  4. Capstone Project Development
  5. Final Demo & Certification Presentation
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3 comments
Vivian Aranha
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Free 12-Week AI Certification Program
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