Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

11,965
lessons
Skills in this topic
View full skill map →
ML Maths Basics
beginner
Manipulate vectors and matrices
Supervised Learning
beginner
Train decision trees, random forests, and neural nets
Unsupervised Learning
intermediate
Apply k-means and DBSCAN clustering
ML Pipelines
intermediate
Engineer features and handle missing data
Learn Machine Learning Like a GENIUS and Not Waste Time
10:33
ML Fundamentals ⚡ AI Lesson
Learn Machine Learning Like a GENIUS and Not Waste Time
Sahil & Sarra Beginner 5mo ago
Mixture-of-Experts (MoE) is a machine learning technique.
18:45
ML Fundamentals ⚡ AI Lesson
Mixture-of-Experts (MoE) is a machine learning technique.
the6thai Beginner 1y ago
All Machine Learning Beginner Mistakes explained in 17 Min
18:02
ML Fundamentals ⚡ AI Lesson
All Machine Learning Beginner Mistakes explained in 17 Min
Infinite Codes Beginner 1y ago
Learn Machine Learning Like a GENIUS and Not Waste Time
15:03
ML Fundamentals ⚡ AI Lesson
Learn Machine Learning Like a GENIUS and Not Waste Time
Infinite Codes Beginner 1y ago
Machine Learning vs Deep Learning
7:50
ML Fundamentals ⚡ AI Lesson
Machine Learning vs Deep Learning
IBM Technology Beginner 4y ago
Supervised vs Unsupervised vs Reinforcement Learning | Machine Learning Tutorial | Simplilearn
6:27
ML Fundamentals ⚡ AI Lesson
Supervised vs Unsupervised vs Reinforcement Learning | Machine Learning Tutorial | Simplilearn
Simplilearn Beginner 5y ago
Deep Learning | What is Deep Learning? | Deep Learning Tutorial For Beginners | 2026 | Simplilearn
5:52
ML Fundamentals ⚡ AI Lesson
Deep Learning | What is Deep Learning? | Deep Learning Tutorial For Beginners | 2026 | Simplilearn
Simplilearn Beginner 6y ago
Machine Learning Tutorial Python - 2: Linear Regression Single Variable
15:14
ML Fundamentals ⚡ AI Lesson
Machine Learning Tutorial Python - 2: Linear Regression Single Variable
codebasics Beginner 7y ago
Machine Learning Tutorial Python -1: What is Machine Learning?
6:51
ML Fundamentals ⚡ AI Lesson
Machine Learning Tutorial Python -1: What is Machine Learning?
codebasics Beginner 7y ago
What is Machine Learning? | Machine Learning Basics | Machine Learning Tutorial | Edureka
17:21
ML Fundamentals ⚡ AI Lesson
What is Machine Learning? | Machine Learning Basics | Machine Learning Tutorial | Edureka
edureka! Beginner 8y ago
All Machine Learning algorithms explained in 17 min
16:30
ML Fundamentals ⚡ AI Lesson
All Machine Learning algorithms explained in 17 min
Infinite Codes Beginner 1y ago
Machine Learning | What Is Machine Learning? | Introduction To Machine Learning | 2026 | Simplilearn
7:52
ML Fundamentals ⚡ AI Lesson
Machine Learning | What Is Machine Learning? | Introduction To Machine Learning | 2026 | Simplilearn
Simplilearn Beginner 7y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Machine Translation
📚 Coursera Course ↗
Self-paced
Machine Translation
Opens on Coursera ↗
SQLite for Rust
📚 Coursera Course ↗
Self-paced
SQLite for Rust
Opens on Coursera ↗
Foundations of Probability and Random Variables
📚 Coursera Course ↗
Self-paced
Foundations of Probability and Random Variables
Opens on Coursera ↗
Probabilistic Deep Learning with TensorFlow 2
📚 Coursera Course ↗
Self-paced
Probabilistic Deep Learning with TensorFlow 2
Opens on Coursera ↗
Machine Learning Operations (MLOps): Getting Started
📚 Coursera Course ↗
Self-paced
Machine Learning Operations (MLOps): Getting Started
Opens on Coursera ↗
Introduction to Data Science and scikit-learn in Python
📚 Coursera Course ↗
Self-paced
Introduction to Data Science and scikit-learn in Python
Opens on Coursera ↗