Skill Foundry – ARTIFICIAL INTELLIGENCE WITH PYTHON

INTRODUCTION………………………………………………………………………………………….. 3
Setting Up AI Development Environment with Python……………………………….… 7
Understanding Machine Learning — The Heart of AI…………………………………… 11
Supervised Learning Deep Dive — Regression and Classification Models………. 16
Unsupervised Learning Deep Dive — Discovering Hidden Patterns………………. 21
Neural Networks Fundamentals — Building Brains for AI ……………………………. 26
Project — Build a Neural Network to Classify Handwritten Digits ………………. 30
Deep Learning for Image Classification — CNNs Explained………………………… 33
Advanced Image Classification — Transfer Learning………………………………….. 37
Natural Language Processing (NLP) Basics with Python…………………………….. 41
Spam Detection Using Machine Learning …………………………………………………. 45
Deep Learning for Text Classification (with NLP) …………………………………….. 48
Computer Vision Basics and Image Classification ……………………………………. 51
AI for Automation: Files, Web, and Emails ………………………………………………. 56
AI Chatbots and Virtual Assistants …………………………………………………………… 61