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
[MINI] Dropout
ML Fundamentals ⚡ AI Lesson
[MINI] Dropout
Data Skeptic Beginner 8y ago
The First Programming Languages: Crash Course Computer Science #11
ML Fundamentals
The First Programming Languages: Crash Course Computer Science #11
CrashCourse Beginner 8y ago
Stream, FPV, and more data - Python plays GTA p.15
ML Fundamentals ⚡ AI Lesson
Stream, FPV, and more data - Python plays GTA p.15
sentdex Beginner 8y ago
Taylor series | Chapter 11, Essence of calculus
ML Fundamentals
Taylor series | Chapter 11, Essence of calculus
3Blue1Brown Beginner 8y ago
Higher order derivatives | Chapter 10, Essence of calculus
ML Fundamentals
Higher order derivatives | Chapter 10, Essence of calculus
3Blue1Brown Beginner 8y ago
Learner story: Earning an MBA while raising a daughter
ML Fundamentals
Learner story: Earning an MBA while raising a daughter
Coursera Beginner 9y ago
How Has Learning Changed Your Life?
ML Fundamentals
How Has Learning Changed Your Life?
Coursera Beginner 9y ago
Semantic Scene Completion From One Depth Image | Two Minute Papers #147
ML Fundamentals
Semantic Scene Completion From One Depth Image | Two Minute Papers #147
Two Minute Papers Beginner 9y ago
Self driving car neural network in the city - Python plays GTA with Tensor Flow p.14
ML Fundamentals
Self driving car neural network in the city - Python plays GTA with Tensor Flow p.14
sentdex Beginner 9y ago
Selling AI to the Enterprise with Kathryn Hume - #20
ML Fundamentals
Selling AI to the Enterprise with Kathryn Hume - #20
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
A Intro to Clojure and Clojure Syntax
ML Fundamentals ⚡ AI Lesson
A Intro to Clojure and Clojure Syntax
Tensor Programming Beginner 9y ago
From Particle Physics to Audio AI with Scott Stephenson - #19
ML Fundamentals
From Particle Physics to Audio AI with Scott Stephenson - #19
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
[MINI] GPU CPU
ML Fundamentals ⚡ AI Lesson
[MINI] GPU CPU
Data Skeptic Beginner 9y ago
Instructions & Programs: Crash Course Computer Science #8
ML Fundamentals
Instructions & Programs: Crash Course Computer Science #8
CrashCourse Beginner 9y ago
How to Do Linear Regression using Gradient Descent
ML Fundamentals
How to Do Linear Regression using Gradient Descent
Siraj Raval Beginner 9y ago
Breaking DeepMind's Game AI System | Two Minute Papers #135
ML Fundamentals ⚡ AI Lesson
Breaking DeepMind's Game AI System | Two Minute Papers #135
Two Minute Papers Beginner 9y ago
How Deep Neural Networks Work
ML Fundamentals
How Deep Neural Networks Work
Brandon Rohrer Beginner 9y ago
Python Pandas Tutorial 6. Handle Missing Data: replace function
ML Fundamentals
Python Pandas Tutorial 6. Handle Missing Data: replace function
codebasics Beginner 9y ago
Using an EEPROM to replace combinational logic
ML Fundamentals ⚡ AI Lesson
Using an EEPROM to replace combinational logic
Ben Eater Beginner 9y ago
MIT 6.S094: Deep Learning for Human-Centered Semi-Autonomous Vehicles
ML Fundamentals
MIT 6.S094: Deep Learning for Human-Centered Semi-Autonomous Vehicles
Lex Fridman Beginner 9y ago
What does area have to do with slope? | Chapter 9, Essence of calculus
ML Fundamentals
What does area have to do with slope? | Chapter 9, Essence of calculus
3Blue1Brown Beginner 8y ago
Integration and the fundamental theorem of calculus | Chapter 8, Essence of calculus
ML Fundamentals
Integration and the fundamental theorem of calculus | Chapter 8, Essence of calculus
3Blue1Brown Beginner 8y ago
Limits, L'Hôpital's rule, and epsilon delta definitions | Chapter 7, Essence of calculus
ML Fundamentals ⚡ AI Lesson
Limits, L'Hôpital's rule, and epsilon delta definitions | Chapter 7, Essence of calculus
3Blue1Brown Beginner 8y ago
Implicit differentiation, what's going on here? | Chapter 6, Essence of calculus
ML Fundamentals
Implicit differentiation, what's going on here? | Chapter 6, Essence of calculus
3Blue1Brown Beginner 8y ago
What's so special about Euler's number e? | Chapter 5, Essence of calculus
ML Fundamentals ⚡ AI Lesson
What's so special about Euler's number e? | Chapter 5, Essence of calculus
3Blue1Brown Beginner 8y ago
Visualizing the chain rule and product rule | Chapter 4, Essence of calculus
ML Fundamentals ⚡ AI Lesson
Visualizing the chain rule and product rule | Chapter 4, Essence of calculus
3Blue1Brown Beginner 8y ago
Derivative formulas through geometry | Chapter 3, Essence of calculus
ML Fundamentals
Derivative formulas through geometry | Chapter 3, Essence of calculus
3Blue1Brown Beginner 8y ago
The paradox of the derivative | Chapter 2, Essence of calculus
ML Fundamentals
The paradox of the derivative | Chapter 2, Essence of calculus
3Blue1Brown Beginner 8y ago
The essence of calculus
ML Fundamentals
The essence of calculus
3Blue1Brown Beginner 9y ago
A more interesting self-driving neural network model - Python plays GTA p.13
ML Fundamentals ⚡ AI Lesson
A more interesting self-driving neural network model - Python plays GTA p.13
sentdex Beginner 9y ago
Testing self driving neural network model - Python plays GTA p.12
ML Fundamentals ⚡ AI Lesson
Testing self driving neural network model - Python plays GTA p.12
sentdex Beginner 9y ago
Training convolutional neural network for self-driving - Python plays GTA p.11
ML Fundamentals ⚡ AI Lesson
Training convolutional neural network for self-driving - Python plays GTA p.11
sentdex Beginner 9y ago
Balancing self-driving training data - Python plays GTA p.10
ML Fundamentals
Balancing self-driving training data - Python plays GTA p.10
sentdex Beginner 9y ago
Neural Network Training Data for self-driving - Python plays GTA p.9
ML Fundamentals
Neural Network Training Data for self-driving - Python plays GTA p.9
sentdex Beginner 9y ago
Registers and RAM: Crash Course Computer Science #6
ML Fundamentals
Registers and RAM: Crash Course Computer Science #6
CrashCourse Beginner 9y ago
Machine Learning in Cybersecurity with Evan Wright - #16
ML Fundamentals
Machine Learning in Cybersecurity with Evan Wright - #16
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
[MINI] Feed Forward Neural Networks
ML Fundamentals ⚡ AI Lesson
[MINI] Feed Forward Neural Networks
Data Skeptic Beginner 9y ago
Domain Knowledge in Machine Learning Models for Sustainability with Stefano Ermon - #15
ML Fundamentals
Domain Knowledge in Machine Learning Models for Sustainability with Stefano Ermon - #15
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
Representing Numbers and Letters with Binary: Crash Course Computer Science #4
ML Fundamentals
Representing Numbers and Letters with Binary: Crash Course Computer Science #4
CrashCourse Beginner 9y ago
Quantum Mechanics - Part 2: Crash Course Physics #44
ML Fundamentals
Quantum Mechanics - Part 2: Crash Course Physics #44
CrashCourse Beginner 9y ago
Reprogramming the Human Genome with AI, w/ Brendan Frey - #12
ML Fundamentals
Reprogramming the Human Genome with AI, w/ Brendan Frey - #12
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
Deep Learning: Modular in Theory, Inflexible in Practice with Diogo Almeida - #8
ML Fundamentals ⚡ AI Lesson
Deep Learning: Modular in Theory, Inflexible in Practice with Diogo Almeida - #8
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
Explaining the Predictions of Machine Learning Models with Carlos Guestrin - #7
ML Fundamentals ⚡ AI Lesson
Explaining the Predictions of Machine Learning Models with Carlos Guestrin - #7
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
Open Source Data Science Masters, Hybrid AI, Algorithmic Ethics & More with Clare Corthell - #1
ML Fundamentals ⚡ AI Lesson
Open Source Data Science Masters, Hybrid AI, Algorithmic Ethics & More with Clare Corthell - #1
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
Engineering Practical Machine Learning Systems with Xavier Amatriain - #3
ML Fundamentals ⚡ AI Lesson
Engineering Practical Machine Learning Systems with Xavier Amatriain - #3
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
[MINI] Automated Feature Engineering
ML Fundamentals ⚡ AI Lesson
[MINI] Automated Feature Engineering
Data Skeptic Beginner 9y ago
Building the Network - Using Convolutional Neural Network to Identify Dogs vs Cats p. 2
ML Fundamentals
Building the Network - Using Convolutional Neural Network to Identify Dogs vs Cats p. 2
sentdex Beginner 9y ago
Intro and preprocessing - Using Convolutional Neural Network to Identify Dogs vs Cats p. 1
ML Fundamentals ⚡ AI Lesson
Intro and preprocessing - Using Convolutional Neural Network to Identify Dogs vs Cats p. 1
sentdex Beginner 9y ago
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