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
Selfie to 3D Model - Computerphile
ML Fundamentals ⚡ AI Lesson
Selfie to 3D Model - Computerphile
Computerphile Intermediate 8y ago
Coinbase Login Demo Using Google Authenticator (2FA)
ML Fundamentals ⚡ AI Lesson
Coinbase Login Demo Using Google Authenticator (2FA)
deeplizard Intermediate 8y ago
Zchain ZCash block explorer API - Application
ML Fundamentals ⚡ AI Lesson
Zchain ZCash block explorer API - Application
deeplizard Intermediate 8y ago
[MINI] Long Short Term Memory
ML Fundamentals ⚡ AI Lesson
[MINI] Long Short Term Memory
Data Skeptic Intermediate 8y ago
Jennifer Prendki Interview - Agile Machine Learning - TWiML Talk #46
ML Fundamentals ⚡ AI Lesson
Jennifer Prendki Interview - Agile Machine Learning - TWiML Talk #46
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
2FA: Two Factor Authentication - Computerphile
ML Fundamentals ⚡ AI Lesson
2FA: Two Factor Authentication - Computerphile
Computerphile Intermediate 8y ago
LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber  - #44
ML Fundamentals
LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber - #44
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Cardiologist Level Arrhythmia Detection with CNNs
ML Fundamentals ⚡ AI Lesson
Cardiologist Level Arrhythmia Detection with CNNs
Data Skeptic Intermediate 8y ago
Reprogramming CPU microcode with an Arduino
ML Fundamentals
Reprogramming CPU microcode with an Arduino
Ben Eater Intermediate 8y ago
Does Job Security Offer Lifestyle Security?  What Creates Financial Security In This Day And Age?
ML Fundamentals
Does Job Security Offer Lifestyle Security? What Creates Financial Security In This Day And Age?
Miles Beckler Intermediate 8y ago
World's Heaviest Weight
ML Fundamentals ⚡ AI Lesson
World's Heaviest Weight
Veritasium Intermediate 8y ago
Build an 8-bit decimal display for our 8-bit computer
ML Fundamentals ⚡ AI Lesson
Build an 8-bit decimal display for our 8-bit computer
Ben Eater 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
Binary, Hanoi, and Sierpinski, part 2
ML Fundamentals
Binary, Hanoi, and Sierpinski, part 2
3Blue1Brown Intermediate 9y ago
Binary, Hanoi and Sierpinski, part 1
ML Fundamentals
Binary, Hanoi and Sierpinski, part 1
3Blue1Brown Intermediate 9y ago
Vanilla JS todo App
ML Fundamentals ⚡ AI Lesson
Vanilla JS todo App
Tensor Programming Intermediate 9y ago
How the Quantum Vacuum Gave Rise to Galaxies
ML Fundamentals
How the Quantum Vacuum Gave Rise to Galaxies
Veritasium Intermediate 9y ago
Q&A about Machine Learning with Text (online course)
ML Fundamentals ⚡ AI Lesson
Q&A about Machine Learning with Text (online course)
Data School Intermediate 9y ago
Learner Story: Pursuing a Midlife Career Change
ML Fundamentals
Learner Story: Pursuing a Midlife Career Change
Coursera Intermediate 9y ago
Send Litecoin to Bittrex using Jaxx and monitor confirmations with BlockCypher
ML Fundamentals ⚡ AI Lesson
Send Litecoin to Bittrex using Jaxx and monitor confirmations with BlockCypher
deeplizard Intermediate 8y ago
Backup and restore Jaxx wallet with passphrase
ML Fundamentals ⚡ AI Lesson
Backup and restore Jaxx wallet with passphrase
deeplizard Intermediate 8y ago
Essentials: Functional Programming's Y Combinator - Computerphile
ML Fundamentals ⚡ AI Lesson
Essentials: Functional Programming's Y Combinator - Computerphile
Computerphile Intermediate 8y ago
Web Scale Engineering for Machine Learning with Sharath Rao - #40
ML Fundamentals ⚡ AI Lesson
Web Scale Engineering for Machine Learning with Sharath Rao - #40
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
GNU/Linux & Video Editing - Computerphile
ML Fundamentals ⚡ AI Lesson
GNU/Linux & Video Editing - Computerphile
Computerphile Intermediate 8y ago
Reason for ARM (Acorn Archimedes at 30) - Computerphile
ML Fundamentals ⚡ AI Lesson
Reason for ARM (Acorn Archimedes at 30) - Computerphile
Computerphile Intermediate 8y ago
Arrays vs Linked Lists - Computerphile
ML Fundamentals ⚡ AI Lesson
Arrays vs Linked Lists - Computerphile
Computerphile Intermediate 8y ago
"Code" Books (Prof Brian Kernighan) - Computerphile
ML Fundamentals ⚡ AI Lesson
"Code" Books (Prof Brian Kernighan) - Computerphile
Computerphile Intermediate 8y ago
[MINI] Max-pooling
ML Fundamentals ⚡ AI Lesson
[MINI] Max-pooling
Data Skeptic Intermediate 8y ago
Internet of Things Problems - Computerphile
ML Fundamentals ⚡ AI Lesson
Internet of Things Problems - Computerphile
Computerphile Intermediate 9y ago
Avoid the Middle-Man (Smart Contracts) - Computerphile
ML Fundamentals ⚡ AI Lesson
Avoid the Middle-Man (Smart Contracts) - Computerphile
Computerphile Intermediate 9y ago
Build an Arduino EEPROM programmer
ML Fundamentals
Build an Arduino EEPROM programmer
Ben Eater Intermediate 9y 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
Maze Solving - Computerphile
ML Fundamentals ⚡ AI Lesson
Maze Solving - Computerphile
Computerphile Intermediate 9y ago
Correcting Those Errors - Computerphile
ML Fundamentals ⚡ AI Lesson
Correcting Those Errors - Computerphile
Computerphile Intermediate 9y ago
A* (A Star) Search Algorithm - Computerphile
ML Fundamentals ⚡ AI Lesson
A* (A Star) Search Algorithm - Computerphile
Computerphile Intermediate 9y ago
Digital Theatre Props - Computerphile
ML Fundamentals ⚡ AI Lesson
Digital Theatre Props - Computerphile
Computerphile Intermediate 9y ago
Implementation - Computerphile
ML Fundamentals ⚡ AI Lesson
Implementation - Computerphile
Computerphile Intermediate 9y ago
Lambda Calculus - Computerphile
ML Fundamentals ⚡ AI Lesson
Lambda Calculus - Computerphile
Computerphile Intermediate 9y ago
Program, Interrupted - Computerphile
ML Fundamentals ⚡ AI Lesson
Program, Interrupted - Computerphile
Computerphile Intermediate 9y ago
Dijkstra's Algorithm - Computerphile
ML Fundamentals ⚡ AI Lesson
Dijkstra's Algorithm - Computerphile
Computerphile Intermediate 9y ago
The Dreaded 404 - Computerphile
ML Fundamentals ⚡ AI Lesson
The Dreaded 404 - Computerphile
Computerphile Intermediate 9y ago
Games as Medicine - Computerphile
ML Fundamentals ⚡ AI Lesson
Games as Medicine - Computerphile
Computerphile Intermediate 9y ago
Sega Game Coding in Assembly - Computerphile
ML Fundamentals ⚡ AI Lesson
Sega Game Coding in Assembly - Computerphile
Computerphile Intermediate 9y ago
Bicubic Interpolation - Computerphile
ML Fundamentals ⚡ AI Lesson
Bicubic Interpolation - Computerphile
Computerphile Intermediate 9y ago
Sorting Secret - Computerphile
ML Fundamentals ⚡ AI Lesson
Sorting Secret - Computerphile
Computerphile Intermediate 9y ago
Eigenvectors and eigenvalues | Chapter 14, Essence of linear algebra
ML Fundamentals
Eigenvectors and eigenvalues | Chapter 14, Essence of linear algebra
3Blue1Brown Intermediate 9y ago
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