Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

11,189
lessons
Skills in this topic
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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
Create and train a CNN Image Classifier with Keras
ML Fundamentals โšก AI Lesson
Create and train a CNN Image Classifier with Keras
deeplizard Intermediate 8y ago
Create confusion matrix for predictions from Keras model
ML Fundamentals โšก AI Lesson
Create confusion matrix for predictions from Keras model
deeplizard Intermediate 8y ago
MIDI & Digital Music Making - Computerphile
ML Fundamentals โšก AI Lesson
MIDI & Digital Music Making - Computerphile
Computerphile Intermediate 8y ago
Bitcoin, Blockchain Forks & Lightning - Computerphile
ML Fundamentals โšก AI Lesson
Bitcoin, Blockchain Forks & Lightning - Computerphile
Computerphile Intermediate 8y ago
๐Ÿ๐ŸŒŸ What projects is Python ideal for?
ML Fundamentals
๐Ÿ๐ŸŒŸ What projects is Python ideal for?
Real Python Intermediate 8y ago
Building Conversational Interfaces for Financial Services with Kenneth Conroy - #61
ML Fundamentals
Building Conversational Interfaces for Financial Services with Kenneth Conroy - #61
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Fighting Fraud with Machine Learning at Shopify with Solmaz Shahalizadeh - #60
ML Fundamentals โšก AI Lesson
Fighting Fraud with Machine Learning at Shopify with Solmaz Shahalizadeh - #60
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Generative AI for Content Creation
ML Fundamentals โšก AI Lesson
Generative AI for Content Creation
Data Skeptic Intermediate 8y ago
[MINI] Long Short Term Memory
ML Fundamentals โšก AI Lesson
[MINI] Long Short Term Memory
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 โšก AI Lesson
World's Heaviest Weight
Veritasium Intermediate 8y ago
Build an 8-bit decimal display for our 8-bit computer
ML Fundamentals โšก 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
Fine-tune VGG16 Image Classifier with Keras | Part 1: Build
ML Fundamentals โšก AI Lesson
Fine-tune VGG16 Image Classifier with Keras | Part 1: Build
deeplizard Intermediate 8y ago
ML Use Cases at Think Big Analytics with Mo Patel & Laura Frรธlich - #54
ML Fundamentals
ML Use Cases at Think Big Analytics with Mo Patel & Laura Frรธlich - #54
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Programming Loops vs Recursion - Computerphile
ML Fundamentals โšก AI Lesson
Programming Loops vs Recursion - Computerphile
Computerphile Intermediate 8y ago
Selfie to 3D Model - Computerphile
ML Fundamentals โšก AI Lesson
Selfie to 3D Model - Computerphile
Computerphile Intermediate 8y ago
Coinbase Login Demo Using Google Authenticator (2FA)
ML Fundamentals โšก AI Lesson
Coinbase Login Demo Using Google Authenticator (2FA)
deeplizard Intermediate 8y ago
Zchain ZCash block explorer API - Application
ML Fundamentals โšก AI Lesson
Zchain ZCash block explorer API - Application
deeplizard Intermediate 8y ago
Jennifer Prendki Interview - Agile Machine Learning - TWiML Talk #46
ML Fundamentals
Jennifer Prendki Interview - Agile Machine Learning - TWiML Talk #46
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Send Litecoin to Bittrex using Jaxx and monitor confirmations with BlockCypher
ML Fundamentals โšก AI Lesson
Send Litecoin to Bittrex using Jaxx and monitor confirmations with BlockCypher
deeplizard Intermediate 8y ago
2FA: Two Factor Authentication - Computerphile
ML Fundamentals โšก AI Lesson
2FA: Two Factor Authentication - Computerphile
Computerphile Intermediate 8y ago
Backup and restore Jaxx wallet with passphrase
ML Fundamentals โšก AI Lesson
Backup and restore Jaxx wallet with passphrase
deeplizard Intermediate 8y ago
LSTMs, Plus a Deep Learning History Lesson with Jรผrgen Schmidhuber  - #44
ML Fundamentals
LSTMs, Plus a Deep Learning History Lesson with Jรผrgen Schmidhuber - #44
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Cardiologist Level Arrhythmia Detection with CNNs
ML Fundamentals โšก AI Lesson
Cardiologist Level Arrhythmia Detection with CNNs
Data Skeptic Intermediate 8y ago
Essentials: Functional Programming's Y Combinator - Computerphile
ML Fundamentals โšก 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 โšก 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 โšก AI Lesson
GNU/Linux & Video Editing - Computerphile
Computerphile Intermediate 8y ago
Reason for ARM (Acorn Archimedes at 30) - Computerphile
ML Fundamentals โšก AI Lesson
Reason for ARM (Acorn Archimedes at 30) - Computerphile
Computerphile Intermediate 8y ago
Arrays vs Linked Lists - Computerphile
ML Fundamentals โšก AI Lesson
Arrays vs Linked Lists - Computerphile
Computerphile Intermediate 8y ago
"Code" Books (Prof Brian Kernighan) - Computerphile
ML Fundamentals โšก AI Lesson
"Code" Books (Prof Brian Kernighan) - Computerphile
Computerphile Intermediate 8y ago
[MINI] Max-pooling
ML Fundamentals โšก AI Lesson
[MINI] Max-pooling
Data Skeptic Intermediate 8y ago
Internet of Things Problems - Computerphile
ML Fundamentals โšก AI Lesson
Internet of Things Problems - Computerphile
Computerphile Intermediate 8y ago
Avoid the Middle-Man (Smart Contracts) - Computerphile
ML Fundamentals โšก 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 โšก AI Lesson
Maze Solving - Computerphile
Computerphile Intermediate 9y ago
Correcting Those Errors - Computerphile
ML Fundamentals โšก AI Lesson
Correcting Those Errors - Computerphile
Computerphile Intermediate 9y ago
A* (A Star) Search Algorithm - Computerphile
ML Fundamentals โšก AI Lesson
A* (A Star) Search Algorithm - Computerphile
Computerphile Intermediate 9y ago
Digital Theatre Props - Computerphile
ML Fundamentals โšก AI Lesson
Digital Theatre Props - Computerphile
Computerphile Intermediate 9y ago
Implementation - Computerphile
ML Fundamentals โšก AI Lesson
Implementation - Computerphile
Computerphile Intermediate 9y ago
Lambda Calculus - Computerphile
ML Fundamentals โšก AI Lesson
Lambda Calculus - Computerphile
Computerphile Intermediate 9y ago
Program, Interrupted - Computerphile
ML Fundamentals โšก AI Lesson
Program, Interrupted - Computerphile
Computerphile Intermediate 9y ago
Dijkstra's Algorithm - Computerphile
ML Fundamentals โšก AI Lesson
Dijkstra's Algorithm - Computerphile
Computerphile Intermediate 9y ago
The Dreaded 404 - Computerphile
ML Fundamentals โšก AI Lesson
The Dreaded 404 - Computerphile
Computerphile Intermediate 9y ago
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