AI Programming Tools for Developers

Module 1: Python for AI Development (2 Weeks)

• Introduction to Python in AI development
• Setting up Python environments (Anaconda, Jupyter, etc.)
• Core Python concepts: functions, loops, conditionals
• Data handling with NumPy and Pandas
• Hands-on project: Writing simple AI algorithms using Python

Module 2: TensorFlow & PyTorch Fundamentals (2 Weeks)

• Overview of TensorFlow and PyTorch
• Building and training neural networks with these frameworks
• Exploring TensorFlow and PyTorch APIs
• Evaluating and tuning models
• Hands-on project: Building a deep learning model using both TensorFlow and PyTorch

Module 3: Keras for Model Building (2 Weeks)

• Introduction to Keras as a high-level API for neural networks
• Building and optimizing models using Keras
• Training, validating, and evaluating deep learning models
• Hands-on project: Image classification using Keras

Module 4: GitHub for AI Development (2 Weeks)

• Introduction to GitHub for version control and project collaboration
• Best practices for branching, merging, and managing AI projects
• Collaborative workflows for AI projects
• Hands-on project: Set up and manage an AI project repository on GitHub