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Recommended resources
The freely available resources this course will direct you to.
- Python Virtual Environments - Full Tutorial for Beginnerswww.youtube.com
- Python Tutorial: VENV (Windows) - How to Use Virtual Environments with the Built-In venv Modulewww.youtube.com
- 12. Virtual Environments and Packagesdocs.python.org
- Install packages in a virtual environment using pip and venv - Python Packaging User Guidepackaging.python.org
- Python Modules for Beginnerswww.youtube.com
- Python Functions | Python Tutorial for Absolute Beginners #1www.youtube.com
Module 2
SQL, Data Exploration, and Preprocessing
Module 3
Regression Models and the Machine-Learning Workflow
Module 4
Classification, Evaluation, and Tuning
Module 5
Feature Engineering, Explainability, and Unsupervised Learning
Module 6
Deep Learning with PyTorch
Module 7
NLP and Transformer Model Development
Module 8
Building Applications with Large Language Models
Module 9
Retrieval-Augmented Generation
Module 10
Reliable Tool-Using AI Agents
Module 11
Serving, Containerization, and Cloud Operations
Module 12