Introduction to AI

• A Beginner's Guide to Artificial Intelligence
• Types of Artificial Intelligence
• What is AI, ML, DL and NLP ?
• Applications of Artificial Intelligence
• Top AI Use Cases in Engineering

Introduction to ML

• A Beginner's Guide to Machine Learning
• Types of Machine Learning
• What is ML, ANN, and DL?
• Applications of Machine Learning

ML Basics

• What is a Model in ML?
• Supervised Machine Learning
• Unsupervised Machine learning
• Semi-Supervised Machine Learning
• Reinforcement Machine Learning

MLOPS Basics

• What is MLOPS?
• MLOPS Vs DevOps

LLM

• LLM using Hugging Face
• LLM and Hugging Face: Getting started with Hugging Face

Generative AI

• Top Generative AI Use Cases in DevOps and IT Operations

ML Projects

Project 01: Employee Attrition Prediction

• 1.1 - Problem Definition
• 1.2 - Data Collection and Preparation
• 1.3 - Exploratory Data Analysis - EDA
• 1.4 - Data Preprocessing
• 1.5 - Data Scaling and Splitting
• 1.6 - Model Selection
• 1.7 - Performance Measurements
• 1.8 - Frontend and Backend Application
• 1.9 - Model Deployment

Project 02: LLM using Hugging Face for Beginners

• LLM and Hugging Face: Project Overview
• LLM and Hugging Face: Text Summarization
• LLM and Hugging Face: Sentiment Analysis
• LLM and Hugging Face: Text Generation
• LLM and Hugging Face: Question Answering
• LLM and Hugging Face: Table Question Answering