Study Topics

Browse topics by category or filter by your target role

Filter by Role

🎯All Topics🤖LLM Engineer⚙️MLOps Engineer🔬ML Researcher📊Data Scientist🚀Full-Stack AI

Category

All🧮Foundations🤖Machine Learning🧠Deep Learning💬LLM & GenAI⚙️Engineering🔬Research
🧮

Foundations

Math, statistics, and programming fundamentals

📐

Linear Algebra

Master vectors, matrices, and transformations that form the mathematical backbone of machine learning

🔬 ML📊 Data🤖 LLM
∂

Calculus & Optimization

Learn differentiation, gradients, and optimization techniques essential for training neural networks

🔬 ML📊 Data🤖 LLM
📊

Probability & Statistics

Master probabilistic thinking and statistical inference for understanding ML models

🔬 ML📊 Data🤖 LLM
🐍

Python for ML

Master Python programming with focus on data science and machine learning applications

🤖 LLM⚙️ MLOps📊 Data+1