Foundations

ML Fundamentals

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

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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
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Noelle's Graduation
ML Fundamentals
Noelle's Graduation
Skip Price Intermediate 8y ago
[MINI] Max-pooling
ML Fundamentals
[MINI] Max-pooling
Data Skeptic Intermediate 8y ago
NEW Gravitational Wave Discovery!
ML Fundamentals
NEW Gravitational Wave Discovery!
Veritasium Intermediate 8y ago
8-bit CPU reset circuit and power supply tips
ML Fundamentals
8-bit CPU reset circuit and power supply tips
Ben Eater Intermediate 8y ago
Computer Connections - Computerphile
ML Fundamentals
Computer Connections - Computerphile
Computerphile Intermediate 8y ago
World's Heaviest Weight
ML Fundamentals
World's Heaviest Weight
Veritasium Intermediate 8y ago
8-bit CPU control logic: Part 3
ML Fundamentals
8-bit CPU control logic: Part 3
Ben Eater Intermediate 8y ago
How WanaCrypt Encrypts Your Files - Computerphile
ML Fundamentals
How WanaCrypt Encrypts Your Files - Computerphile
Computerphile Intermediate 8y ago
Do Gold Stars Help Kindergartners? - Regression Discontinuity Design
ML Fundamentals
Do Gold Stars Help Kindergartners? - Regression Discontinuity Design
ritvikmath Intermediate 8y ago
Generating Labeled Training Data for Your ML/AI Models with Angie Hugeback - #6
ML Fundamentals
Generating Labeled Training Data for Your ML/AI Models with Angie Hugeback - #6
The TWIML AI Podcast with Sam Charrington Intermediate 9y ago
How to Build Confidence as an ML Developer with Siraj Raval - #2
ML Fundamentals
How to Build Confidence as an ML Developer with Siraj Raval - #2
The TWIML AI Podcast with Sam Charrington Intermediate 9y ago
Up and Coming Programming Languages and Technologies for 2017
ML Fundamentals
Up and Coming Programming Languages and Technologies for 2017
Tensor Programming Intermediate 9y ago
Using our Network - Using Convolutional Neural Network to Identify Dogs vs Cats p. 4
ML Fundamentals
Using our Network - Using Convolutional Neural Network to Identify Dogs vs Cats p. 4
sentdex Intermediate 9y ago
How To Keep Your New Year's Resolution
ML Fundamentals
How To Keep Your New Year's Resolution
ritvikmath Intermediate 9y ago
Price's Year in Pictures - 2016
ML Fundamentals
Price's Year in Pictures - 2016
Skip Price Intermediate 9y ago
How to Get Unstuck
ML Fundamentals
How to Get Unstuck
Brandon Rohrer Intermediate 9y ago
Internet of Things Problems - Computerphile
ML Fundamentals
Internet of Things Problems - Computerphile
Computerphile Intermediate 8y ago
Is America Actually Metric?
ML Fundamentals
Is America Actually Metric?
Veritasium Intermediate 8y ago
Digital Audio Compression - Computerphile
ML Fundamentals
Digital Audio Compression - Computerphile
Computerphile Intermediate 8y ago
MegaProcessor - Computerphile
ML Fundamentals
MegaProcessor - Computerphile
Computerphile Intermediate 8y ago
8-bit CPU control logic: Part 1
ML Fundamentals
8-bit CPU control logic: Part 1
Ben Eater Intermediate 8y ago
Avoid the Middle-Man (Smart Contracts) - Computerphile
ML Fundamentals
Avoid the Middle-Man (Smart Contracts) - Computerphile
Computerphile Intermediate 8y ago
Reed-Muller Code (64 Shades of Grey pt2) - Computerphile
ML Fundamentals
Reed-Muller Code (64 Shades of Grey pt2) - Computerphile
Computerphile Intermediate 9y ago
Build an 8-bit decimal display for our 8-bit computer
ML Fundamentals
Build an 8-bit decimal display for our 8-bit computer
Ben Eater Intermediate 9y ago
The Perfect Code - Computerphile
ML Fundamentals
The Perfect Code - Computerphile
Computerphile Intermediate 9y ago
Build an Arduino EEPROM programmer
ML Fundamentals
Build an Arduino EEPROM programmer
Ben Eater Intermediate 9y ago
AI "Stop Button" Problem - Computerphile
ML Fundamentals
AI "Stop Button" Problem - Computerphile
Computerphile Intermediate 9y ago
Maze Solving - Computerphile
ML Fundamentals
Maze Solving - Computerphile
Computerphile Intermediate 9y ago
Correcting Those Errors - Computerphile
ML Fundamentals
Correcting Those Errors - Computerphile
Computerphile Intermediate 9y ago
Augmented Reality & Wargaming - Computerphile
ML Fundamentals
Augmented Reality & Wargaming - Computerphile
Computerphile Intermediate 9y ago
A* (A Star) Search Algorithm - Computerphile
ML Fundamentals
A* (A Star) Search Algorithm - Computerphile
Computerphile Intermediate 9y ago
Program counter build
ML Fundamentals
Program counter build
Ben Eater Intermediate 9y ago
Multiple Dimension Error Correction - Computerphile
ML Fundamentals
Multiple Dimension Error Correction - Computerphile
Computerphile Intermediate 9y ago
Program counter design
ML Fundamentals
Program counter design
Ben Eater Intermediate 9y ago
Digital Theatre Props - Computerphile
ML Fundamentals
Digital Theatre Props - Computerphile
Computerphile Intermediate 9y ago
Implementation - Computerphile
ML Fundamentals
Implementation - Computerphile
Computerphile Intermediate 9y ago
Electromagnetic Levitation Quadcopter
ML Fundamentals
Electromagnetic Levitation Quadcopter
Veritasium Intermediate 9y ago
Lambda Calculus - Computerphile
ML Fundamentals
Lambda Calculus - Computerphile
Computerphile Intermediate 9y ago
The Portable 'Speccy' - Computerphile
ML Fundamentals
The Portable 'Speccy' - Computerphile
Computerphile Intermediate 9y ago
Binary counter
ML Fundamentals
Binary counter
Ben Eater Intermediate 9y ago
Master-slave JK flip-flop
ML Fundamentals
Master-slave JK flip-flop
Ben Eater Intermediate 9y ago
JK flip-flop racing
ML Fundamentals
JK flip-flop racing
Ben Eater Intermediate 9y ago
Program, Interrupted - Computerphile
ML Fundamentals
Program, Interrupted - Computerphile
Computerphile Intermediate 9y ago
Dijkstra's Algorithm - Computerphile
ML Fundamentals
Dijkstra's Algorithm - Computerphile
Computerphile Intermediate 9y ago
JK flip-flop
ML Fundamentals
JK flip-flop
Ben Eater Intermediate 9y ago
The Dreaded 404 - Computerphile
ML Fundamentals
The Dreaded 404 - Computerphile
Computerphile Intermediate 9y ago
Post-Truth: Why Facts Don't Matter Anymore
ML Fundamentals
Post-Truth: Why Facts Don't Matter Anymore
Veritasium Intermediate 9y ago
Hunger Games and Hierarchical Regression
ML Fundamentals
Hunger Games and Hierarchical Regression
ritvikmath Intermediate 9y ago
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