• 1️⃣ Mathematics & Statistics
• 2️⃣ Python | R for Data Science
• 3️⃣ SQL | Databases for Data Science
• 4️⃣ Exploratory Data Analysis (EDA) & Data Visualization
• 5️⃣ Machine Learning
• 6️⃣ Deep Learning
• 7️⃣ Generative AI
• 8️⃣ MLOps | LLM Ops
• 9️⃣ Papers for ML & Data Science study guides
  • Study guides
  • Conversion guides between R and Python
  • Super study guide

🧑‍🎓 Roadmap

🚀 Data Science & Machine Learning ROADMAP for aspiring Data Scientists and ML Enthusiasts! 🌟

1️⃣ Mathematics & Statistics

✨ From descriptive statistics to calculus, these resources will provide a solid foundation in the core principles that drive data science. 🔢

• 1.1. Descriptive Statistics
• 1.2. Probability
• 1.3. Inferential Statistics
• 1.4. Linear Algebra
• 1.5. Calculus

2️⃣ Python | R for Data Science

🐍 Explore the coding aspect with Python and R cheat sheets for brushing up on your programming skills. 📈

• 2.1. Python

• 2.2. R

• 2.3. JupyterLab

• Docker Cheat Sheet

• kubectl Quick Reference

3️⃣ SQL | Databases for Data Science

🔍 In the world of data handling, SQL is the key. These guides will assist you in navigating databases like a pro. 🗃️

• 3.1. SQL for Data Science
• 3.2. PostgreSQL

4️⃣ Exploratory Data Analysis (EDA) & Data Visualization

📊 Transform data into insights with top-notch visualization tools and techniques. 🎨

• From Data to Visualization: https://www.data-to-viz.com | https://www.d3-graph-gallery.com

5️⃣ Machine Learning

🤖 Discover the fascinating world of Machine Learning with comprehensive guides and resources. 🧑‍🎓

• 5.1. Machine Learning

• Best-of Machine Learning with Python

• Awesome Machine Learning

• https://github.com/ujjwalkarn/Machine-Learning-Tutorials

6️⃣ Deep Learning

🌌 Learn to dive deep into Deep Learning with TensorFlow, Keras, and more! 🧠

• 6.1. TensorFlow

• 6.2. Keras

• 6.3. Torch | PyTorch

• Practical Deep Learning for Coders

• https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-deep-learning

• Top 5 NLP Cheat Sheets for Beginners to Professional

7️⃣ Generative AI

🤯 Discover the cutting-edge realm of Generative AI, including a special guide to ChatGPT! 💬

• 7.1. ChatGPT Prompting Guide
• ChatGPT

8️⃣ MLOps | LLM Ops

🛠️ Learn the best practices for operationalizing ML models and large language models. 🔄

MLOps & LLM Ops

9️⃣ Papers for ML & Data Science study guides

📜 Dive into seminal papers that every ML enthusiast should read. 🔍

Must-Read-Papers-for-ML

Study guides

Data retrieval with SQL	Data manipulation with R	Data manipulation with Python

Visualization with R	Visualization with Python	Engineering tips

Conversion guides between R and Python

Data manipulation	Visualization

Super study guide

All the above gathered in one place

🧭 This ROADMAP is not just a learning path; it's my compass that provides links to cheat sheets, tutorials, and references that have been meticulously selected to contribute to my personal learning journey. 🎓