TUTORIALS.md

Introduction

The topics listed belows provide a comprehensive guide to valuable insights on Python and its related frameworks on Artificial Intelligence (AI) and Machine Learning (ML). We present the main topics and examples for the upoming tutorials.

Lesson 1: Python Programming 1

• The Python programming environment
• Fundamentals, datatypes, etc
• The python file structure and style

Lesson 2: Python programming 2

• The python program structure 2
• Object Oriented programming in Python
• Python Frameworks and tools

Lesson 3: Python for ML and AI

• Basics of ML and AI
• Neural Networks, Deep Learning Examples
• Architectures of RNNs, LSTMs and CNNs and Applications
• Training ML models in different scenarios
• Examples of ML models and Applications

Lesson 4: Advanced ML training and Project

• Foundational Models in Language Modelling (Transformers, LLMs)
• Model training, fine-tuning and Implementations
• Examples of LLMs, Transformers
• Final Project