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
Complex Analysis - Subsets
ML Fundamentals
Complex Analysis - Subsets
ritvikmath Intermediate 11y ago
Glen Hansard, 1st Ave, 8/5/14
ML Fundamentals
Glen Hansard, 1st Ave, 8/5/14
Skip Price Intermediate 11y ago
5 Fun Physics Phenomena
ML Fundamentals
5 Fun Physics Phenomena
Veritasium Intermediate 11y ago
Reduction Method Analysis
ML Fundamentals
Reduction Method Analysis
ritvikmath Intermediate 11y ago
Internationalis(z)ing Code - Computerphile
ML Fundamentals
Internationalis(z)ing Code - Computerphile
Computerphile Intermediate 11y ago
Public Key Cryptography - Computerphile
ML Fundamentals
Public Key Cryptography - Computerphile
Computerphile Intermediate 11y ago
How Much Information?
ML Fundamentals
How Much Information?
Veritasium Intermediate 11y ago
Large-scale Video Classification with Convolutional Neural Networks, CVPR 2014
ML Fundamentals
Large-scale Video Classification with Convolutional Neural Networks, CVPR 2014
Andrej Karpathy Intermediate 11y ago
4 Player Reduction Method
ML Fundamentals
4 Player Reduction Method
ritvikmath Intermediate 11y ago
Complex Analysis - Green's Theorem
ML Fundamentals
Complex Analysis - Green's Theorem
ritvikmath Intermediate 11y ago
Complex Analysis - Computing Line Integrals
ML Fundamentals
Complex Analysis - Computing Line Integrals
ritvikmath Intermediate 11y ago
N Player Single Selector
ML Fundamentals
N Player Single Selector
ritvikmath Intermediate 11y ago
3 Player Single Selector
ML Fundamentals
3 Player Single Selector
ritvikmath Intermediate 11y ago
Complex Analysis - Lemma
ML Fundamentals
Complex Analysis - Lemma
ritvikmath Intermediate 11y ago
Complex Analysis - Line Integrals
ML Fundamentals
Complex Analysis - Line Integrals
ritvikmath Intermediate 11y ago
Complex Analysis - Curves
ML Fundamentals
Complex Analysis - Curves
ritvikmath Intermediate 11y ago
N Player Divider / Selector
ML Fundamentals
N Player Divider / Selector
ritvikmath Intermediate 11y ago
Complex Analysis - Trigonometric Functions
ML Fundamentals
Complex Analysis - Trigonometric Functions
ritvikmath Intermediate 11y ago
Complex Analysis - Logarithm Function Continued
ML Fundamentals
Complex Analysis - Logarithm Function Continued
ritvikmath Intermediate 11y ago
Complex Analysis - Logarithm Function
ML Fundamentals
Complex Analysis - Logarithm Function
ritvikmath Intermediate 11y ago
Complex Analysis - Exponential Function
ML Fundamentals
Complex Analysis - Exponential Function
ritvikmath Intermediate 11y ago
Complex Analysis - Functions
ML Fundamentals
Complex Analysis - Functions
ritvikmath Intermediate 11y ago
Complex Analysis - Limits
ML Fundamentals
Complex Analysis - Limits
ritvikmath Intermediate 11y ago
Complex Analysis - Epsilon Delta Definition for Function Limits
ML Fundamentals
Complex Analysis - Epsilon Delta Definition for Function Limits
ritvikmath Intermediate 11y ago
3 Player Divider / Selector - Cheating and Nuances
ML Fundamentals
3 Player Divider / Selector - Cheating and Nuances
ritvikmath Intermediate 11y ago
3 Player Divider / Selector - Different Divider
ML Fundamentals
3 Player Divider / Selector - Different Divider
ritvikmath Intermediate 11y ago
3 Player Divider / Selector Conflict Case
ML Fundamentals
3 Player Divider / Selector Conflict Case
ritvikmath Intermediate 11y ago
3 Player Divider / Selector
ML Fundamentals
3 Player Divider / Selector
ritvikmath Intermediate 11y ago
Fair Shares and 2 Player Divider / Selector
ML Fundamentals
Fair Shares and 2 Player Divider / Selector
ritvikmath Intermediate 11y ago
Real Life Holodeck with an Oculus Rift - Computerphile
ML Fundamentals
Real Life Holodeck with an Oculus Rift - Computerphile
Computerphile Intermediate 11y ago
Artificial Immune Systems - Computerphile
ML Fundamentals
Artificial Immune Systems - Computerphile
Computerphile Intermediate 11y ago
Emoji and the Levitating Businessman - Computerphile
ML Fundamentals
Emoji and the Levitating Businessman - Computerphile
Computerphile Intermediate 11y ago
The Virtual Reality Cave - Computerphile
ML Fundamentals
The Virtual Reality Cave - Computerphile
Computerphile Intermediate 11y ago
The Most Difficult Program to Compute? - Computerphile
ML Fundamentals
The Most Difficult Program to Compute? - Computerphile
Computerphile Intermediate 11y ago
How Computer Memory Works - Computerphile
ML Fundamentals
How Computer Memory Works - Computerphile
Computerphile Intermediate 11y ago
Fibonacci Programming - Computerphile
ML Fundamentals
Fibonacci Programming - Computerphile
Computerphile Intermediate 11y ago
How Cell Phones Reveal Your Location - Computerphile
ML Fundamentals
How Cell Phones Reveal Your Location - Computerphile
Computerphile Intermediate 11y ago
Coding by SMS text message - Computerphile
ML Fundamentals
Coding by SMS text message - Computerphile
Computerphile Intermediate 11y ago
Just How do Macs and PCs Differ? - Computerphile
ML Fundamentals
Just How do Macs and PCs Differ? - Computerphile
Computerphile Intermediate 11y ago
What on Earth is Recursion? - Computerphile
ML Fundamentals
What on Earth is Recursion? - Computerphile
Computerphile Intermediate 11y ago
Privacy in Social Media - Computerphile
ML Fundamentals
Privacy in Social Media - Computerphile
Computerphile Intermediate 11y ago
YouTube Search & Discovery - Computerphile
ML Fundamentals
YouTube Search & Discovery - Computerphile
Computerphile Intermediate 11y ago
Heartbleed, Running the Code - Computerphile
ML Fundamentals
Heartbleed, Running the Code - Computerphile
Computerphile Intermediate 11y ago
Musical Fire Table!
ML Fundamentals
Musical Fire Table!
Veritasium Intermediate 11y ago
Is it the End for Moore's Law? - Computerphile
ML Fundamentals
Is it the End for Moore's Law? - Computerphile
Computerphile Intermediate 11y ago
Programming in PostScript - Computerphile
ML Fundamentals
Programming in PostScript - Computerphile
Computerphile Intermediate 12y ago
The Tweeting Vending Machine Hack - Computerphile
ML Fundamentals
The Tweeting Vending Machine Hack - Computerphile
Computerphile Intermediate 12y ago
Animated GIFs and Space vs Time - Computerphile
ML Fundamentals
Animated GIFs and Space vs Time - Computerphile
Computerphile Intermediate 12y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
DataPrep for H2O Driverless AI
📚 Coursera Course ↗
Self-paced
DataPrep for H2O Driverless AI
Opens on Coursera ↗
Mathematical Thinking in Computer Science
📚 Coursera Course ↗
Self-paced
Mathematical Thinking in Computer Science
Opens on Coursera ↗
Introduction to AI and Machine Learning
📚 Coursera Course ↗
Self-paced
Introduction to AI and Machine Learning
Opens on Coursera ↗
Unsupervised Learning, Recommenders, Reinforcement Learning
📚 Coursera Course ↗
Self-paced
Unsupervised Learning, Recommenders, Reinforcement Learning
Opens on Coursera ↗
Basic Image Classification with TensorFlow
📚 Coursera Course ↗
Self-paced
Basic Image Classification with TensorFlow
Opens on Coursera ↗
Encoder-Decoder Architecture - Bahasa Indonesia
📚 Coursera Course ↗
Self-paced
Encoder-Decoder Architecture - Bahasa Indonesia
Opens on Coursera ↗