Foundations

ML Fundamentals

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

3834
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
Level: All Beginner Intermediate Advanced
Any Length Short (<5m) Medium (5-20m) Long (>20m)
Newest Popular Oldest
Extended: Beaker Ball Balance Problem
ML Fundamentals
Extended: Beaker Ball Balance Problem
Veritasium Intermediate 10y ago
Holy Grail of AI (Artificial Intelligence) - Computerphile
ML Fundamentals
Holy Grail of AI (Artificial Intelligence) - Computerphile
Computerphile Intermediate 10y ago
ConvNet forward pass demo
ML Fundamentals
ConvNet forward pass demo
Andrej Karpathy Intermediate 10y ago
Beaker Ball Balance Problem
ML Fundamentals
Beaker Ball Balance Problem
Veritasium Intermediate 11y ago
Colourspaces (JPEG Pt0)- Computerphile
ML Fundamentals
Colourspaces (JPEG Pt0)- Computerphile
Computerphile Intermediate 11y ago
The Chi - Squared Distribution
ML Fundamentals
The Chi - Squared Distribution
ritvikmath Intermediate 11y ago
The Laplace Distribution
ML Fundamentals
The Laplace Distribution
ritvikmath Intermediate 11y ago
Making logic gates from transistors
ML Fundamentals
Making logic gates from transistors
Ben Eater Intermediate 11y ago
How a transistor works
ML Fundamentals
How a transistor works
Ben Eater Intermediate 11y ago
Euler's Formula Poem
ML Fundamentals
Euler's Formula Poem
3Blue1Brown Intermediate 11y ago
War and Nation Building in Latin America: Crash Course World History 225
ML Fundamentals
War and Nation Building in Latin America: Crash Course World History 225
CrashCourse Intermediate 11y ago
Price's Year in Pictures 2014 (FAST)
ML Fundamentals
Price's Year in Pictures 2014 (FAST)
Skip Price Intermediate 11y ago
White Christmas yet?
ML Fundamentals
White Christmas yet?
Skip Price Intermediate 11y ago
EXTRA BITS - BBC Micro and Teletext - Computerphile
ML Fundamentals
EXTRA BITS - BBC Micro and Teletext - Computerphile
Computerphile Intermediate 11y ago
The Normal Distribution
ML Fundamentals
The Normal Distribution
ritvikmath Intermediate 11y ago
The Gamma Distribution
ML Fundamentals
The Gamma Distribution
ritvikmath Intermediate 11y ago
The Borel Distribution + Notes on Poisson Distribution
ML Fundamentals
The Borel Distribution + Notes on Poisson Distribution
ritvikmath Intermediate 11y ago
The Exponential Distribution
ML Fundamentals
The Exponential Distribution
ritvikmath Intermediate 11y ago
The Triangular Distribution
ML Fundamentals
The Triangular Distribution
ritvikmath Intermediate 11y ago
Building the BBC Micro (The Beeb) - Computerphile
ML Fundamentals
Building the BBC Micro (The Beeb) - Computerphile
Computerphile Intermediate 11y ago
The Geometric Distribution
ML Fundamentals
The Geometric Distribution
ritvikmath Intermediate 11y ago
The Continuous Uniform Distribution
ML Fundamentals
The Continuous Uniform Distribution
ritvikmath Intermediate 11y ago
The Binomial Distribution
ML Fundamentals
The Binomial Distribution
ritvikmath Intermediate 11y ago
The Bernoulli Distribution
ML Fundamentals
The Bernoulli Distribution
ritvikmath Intermediate 11y ago
The Poisson Distribution
ML Fundamentals
The Poisson Distribution
ritvikmath Intermediate 11y ago
How semiconductors work
ML Fundamentals
How semiconductors work
Ben Eater Intermediate 11y ago
Learn how computers add numbers and build a 4 bit adder circuit
ML Fundamentals
Learn how computers add numbers and build a 4 bit adder circuit
Ben Eater Intermediate 11y ago
Pushing the Atari Limits - Computerphile
ML Fundamentals
Pushing the Atari Limits - Computerphile
Computerphile Intermediate 11y ago
Comparing the buffer and inverter circuits | Digital electronics (10 of 10)
ML Fundamentals
Comparing the buffer and inverter circuits | Digital electronics (10 of 10)
Ben Eater Intermediate 11y ago
The transistor as a current controlled switch | Digital electronics (7 of 10)
ML Fundamentals
The transistor as a current controlled switch | Digital electronics (7 of 10)
Ben Eater Intermediate 11y ago
Troubleshooting: Investigating why the LED is so dim (5 of 10)
ML Fundamentals
Troubleshooting: Investigating why the LED is so dim (5 of 10)
Ben Eater Intermediate 11y ago
How a transistor amplifies current | Digital electronics (6 of 10)
ML Fundamentals
How a transistor amplifies current | Digital electronics (6 of 10)
Ben Eater Intermediate 11y ago
Limiting current through an LED | Digital electronics (2 of 10)
ML Fundamentals
Limiting current through an LED | Digital electronics (2 of 10)
Ben Eater Intermediate 11y ago
Experimenting with LEDs | Digital electronics (1 of 10)
ML Fundamentals
Experimenting with LEDs | Digital electronics (1 of 10)
Ben Eater Intermediate 11y ago
An Astronaut's View of Earth
ML Fundamentals
An Astronaut's View of Earth
Veritasium Intermediate 11y ago
Do Cell Phones Cause Brain Tumors?
ML Fundamentals
Do Cell Phones Cause Brain Tumors?
Veritasium Intermediate 11y ago
Indie Games & the Fourth Dimension - Computerphile
ML Fundamentals
Indie Games & the Fourth Dimension - Computerphile
Computerphile Intermediate 11y ago
Binary: Plusses & Minuses (Why We Use Two's Complement) - Computerphile
ML Fundamentals
Binary: Plusses & Minuses (Why We Use Two's Complement) - Computerphile
Computerphile Intermediate 11y ago
EXTRA BITS: Building a Supercomputer and Astrophysics - Computerphile
ML Fundamentals
EXTRA BITS: Building a Supercomputer and Astrophysics - Computerphile
Computerphile Intermediate 11y ago
Supercomputer and the Milky Way - Computerphile
ML Fundamentals
Supercomputer and the Milky Way - Computerphile
Computerphile Intermediate 11y ago
Flip Flops, Latches & Memory Details - Computerphile
ML Fundamentals
Flip Flops, Latches & Memory Details - Computerphile
Computerphile Intermediate 11y ago
Would You Take This Bet?
ML Fundamentals
Would You Take This Bet?
Veritasium Intermediate 11y ago
Why Electronic Voting is a BAD Idea - Computerphile
ML Fundamentals
Why Electronic Voting is a BAD Idea - Computerphile
Computerphile Intermediate 11y ago
Turing's Enigma Problem (Part 1) - Computerphile
ML Fundamentals
Turing's Enigma Problem (Part 1) - Computerphile
Computerphile Intermediate 11y ago
EXTRA BITS - Swim Tracking App - Computerphile
ML Fundamentals
EXTRA BITS - Swim Tracking App - Computerphile
Computerphile Intermediate 11y ago
Owen Rainbow
ML Fundamentals
Owen Rainbow
Skip Price Intermediate 11y ago
Keeper POV
ML Fundamentals
Keeper POV
Skip Price Intermediate 11y ago
Rainbow
ML Fundamentals
Rainbow
Skip Price Intermediate 11y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Scikit-Learn to Solve Regression Machine Learning Problems
📚 Coursera Course ↗
Self-paced
Scikit-Learn to Solve Regression Machine Learning Problems
Opens on Coursera ↗
What is Product Lifecycle Management?
📚 Coursera Course ↗
Self-paced
What is Product Lifecycle Management?
Opens on Coursera ↗
Artificial Intelligence Privacy and Convenience
📚 Coursera Course ↗
Self-paced
Artificial Intelligence Privacy and Convenience
Opens on Coursera ↗
Data Science in Stratified Healthcare and Precision Medicine
📚 Coursera Course ↗
Self-paced
Data Science in Stratified Healthcare and Precision Medicine
Opens on Coursera ↗
Optimize AI Inference Speed & Accuracy
📚 Coursera Course ↗
Self-paced
Optimize AI Inference Speed & Accuracy
Opens on Coursera ↗
Optimizing and Deploying Computer Vision Models
📚 Coursera Course ↗
Self-paced
Optimizing and Deploying Computer Vision Models
Opens on Coursera ↗