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Learning Data Science 📕

Whether you're just starting your journey into the world of data science or looking to expand your knowledge and skills, this repository is designed to be your resource for finding awesome learning materials.

This list contains all the resources I used (or I am planning to use) for my Data Science journey. Feel free to add more if you have great ones. Happy Learning! 🤓

Topics

SQL

Python

Statistics & Maths

Machine Learning

Deep Learning

MLOps

Data Visualization

Dashboarding

LLM

General

SQL

Resource Name Cost Difficulty Release Year
SQL Tutorial for Data Scientists & Data Analysts Free Beginner ?
Seven Databases in Seven Weeks Paid Beginner 2018
Stanford Relational Databases and SQL Free Beginner 2011

Python

Resource Name Cost Difficulty Release Year
Automate the Boring Stuff with Python Free Beginner 2019
Learn Python 3 the Hard Way Paid Beginner 2013
Clean Code in Python Paid Advanced 2021
Robust Python Paid Intermediate 2021

Statistics & Maths

Resource Name Cost Difficulty Release Year
StatQuest: Playlists (GBDT, XGBoost, CatBoost, Statistics Fundamentals) Free Beginner ?
Practical Statistics for Data Scientists Paid Beginner 2020
Statistics 110: Probability Free Beginner 2013
Think Stats Free Beginner 2011
Mathematics for Machine Learning Free Beginner 2020
MIT: Linear Algebra Free Beginner 2005
Multivariable Calculus Free Beginner ?
Building Statistical Models in Python (Just Statistics Part) Paid Beginner 2023

Machine Learning

Resource Name Cost Difficulty Release Year
ML Zoomcamp Free Beginner 2023
Machine Learning Specialization Free Beginner 2022
An Introduction to Statistical Learning with Applications in Python Free Beginner 2023
The Hundred-Page Machine Learning Book Paid Beginner 2019
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow (Only ML Part) Paid Beginner 2022
Machine Learning with PyTorch and Scikit-Learn (Only ML Part) Paid Beginner 2022
Interpretable Machine Learning Free Intermediate 2023

Deep Learning

Resource Name Cost Difficulty Release Year
Deep Learning Specialization Free Beginner ?
Dive into Deep Learning Free Beginner 2023
Deep Learning Foundations and Concepts Free Intermediate 2023
Full-Day PyTorch Tutorial Free Beginner 2022
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow (Only DL Part) Paid Beginner 2022
Machine Learning with PyTorch and Scikit-Learn (Only DL Part) Paid Beginner 2022
Modern Computer Vision with PyTorch Paid Intermediate 2024

MLOps

Resource Name Cost Difficulty Release Year
Made with ML Free Beginner 2023
Full Stack Deep Learning Free Intermediate 2022
MLOps Zoomcamp Free Intermediate 2023
Introduction to Post Deployment Free Advanced ?
Designing Machine Learning Systems Paid Intermediate 2022
Machine Learning Design Patterns Paid Intermediate 2020
Machine Learning Engineering with Python Paid Intermediate 2023

Data Visualization

Resource Name Cost Difficulty Release Year
Storytelling with Data Paid Beginner 2015
Better Data Visualizations Paid Beginner 2021

Dashboarding

Resource Name Cost Difficulty Release Year
Data Analytics Essentials with Power BI Paid Beginner 2022

LLM

Resource Name Cost Difficulty Release Year
LLM Zoomcamp Free Beginner 2024
LLM Roadmap Free Beginner 2024
Hands-On Large Language Models Paid Beginner 2024
Build a Large Language Model (From Scratch) Paid Beginner 2024
LLM Engineer's Handbook Paid Beginner 2024

General

Resource Name Cost Difficulty Release Year
The Kaggle Book Paid Intermediate 2022
The Missing Semester of Your CS Education Free Beginner 2021
Git Tutorial for Beginners Free Intermediate 2017
Data Analysis with Polars Paid Advanced 2023
Practical Guide to Applied Conformal Prediction in Python Paid Advanced 2023
Introduction To Conformal Prediction With Python Paid Advanced 2023
Causal Inference and Discovery in Python Paid Advanced 2023
Taking Python to Production: A Professional Onboarding Guide Paid (most of the videos are free) Beginner 2024
Cloud Engineering for Python Developers (AWS) Paid Intermediate 2024
Terraform: Up and Running Paid Intermediate 2022
Fundamentals of DevOps and Software Delivery Free Intermediate 2024

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Curated collection of awesome resources and tutorials for mastering Data Science, Machine Learning, Deep Learning, and Python.

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