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
Operating Systems: Crash Course Computer Science #18
ML Fundamentals
Operating Systems: Crash Course Computer Science #18
CrashCourse Beginner 8y ago
Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM)
ML Fundamentals
Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM)
Brandon Rohrer Beginner 8y ago
Python Pandas Tutorial 11. Reshape dataframe using melt
ML Fundamentals
Python Pandas Tutorial 11. Reshape dataframe using melt
codebasics Beginner 8y ago
Doctor AI
ML Fundamentals ⚡ AI Lesson
Doctor AI
Data Skeptic Beginner 8y ago
StatQuest: Hierarchical Clustering
ML Fundamentals ⚡ AI Lesson
StatQuest: Hierarchical Clustering
StatQuest with Josh Starmer Beginner 8y ago
At the Intersection of AI, Governments, and Google - Tim Hwang
ML Fundamentals
At the Intersection of AI, Governments, and Google - Tim Hwang
Y Combinator Beginner 8y ago
Activation Functions
ML Fundamentals ⚡ AI Lesson
Activation Functions
Data Skeptic Beginner 8y ago
GENERATING TV SCRIPTS WITH DEEP LEARNING | 100 Days of Code 7
ML Fundamentals
GENERATING TV SCRIPTS WITH DEEP LEARNING | 100 Days of Code 7
Daniel Bourke Beginner 8y ago
Python Pandas Tutorial 10. Pivot table
ML Fundamentals
Python Pandas Tutorial 10. Pivot table
codebasics Beginner 8y ago
Global AI Trends with Ben Lorica - #26
ML Fundamentals
Global AI Trends with Ben Lorica - #26
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
MACHINE LEARNING IN 5 MINUTES
ML Fundamentals
MACHINE LEARNING IN 5 MINUTES
Daniel Bourke Beginner 8y ago
Data Structures: Crash Course Computer Science #14
ML Fundamentals
Data Structures: Crash Course Computer Science #14
CrashCourse Beginner 8y ago
All possible pythagorean triples, visualized
ML Fundamentals
All possible pythagorean triples, visualized
3Blue1Brown Beginner 8y ago
Offensive vs Defensive Data Science with Deep Varma - #25
ML Fundamentals
Offensive vs Defensive Data Science with Deep Varma - #25
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Pi hiding in prime regularities
ML Fundamentals ⚡ AI Lesson
Pi hiding in prime regularities
3Blue1Brown Beginner 9y ago
11. Introduction to Machine Learning
51:31
ML Fundamentals ⚡ AI Lesson
11. Introduction to Machine Learning
MIT OpenCourseWare Beginner 9y 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 9y 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
Job Interview Tips and Open Ocean Swim | 100 Days of Code 4
ML Fundamentals ⚡ AI Lesson
Job Interview Tips and Open Ocean Swim | 100 Days of Code 4
Daniel Bourke Beginner 8y ago
Intro to Algorithms: Crash Course Computer Science #13
ML Fundamentals
Intro to Algorithms: Crash Course Computer Science #13
CrashCourse Beginner 8y ago
MORE MACHINE LEARNING | 100 Days of Code 2
ML Fundamentals
MORE MACHINE LEARNING | 100 Days of Code 2
Daniel Bourke Beginner 9y ago
Introducing Psycholinguistics into AI with Dominique Simmons- #23
ML Fundamentals ⚡ AI Lesson
Introducing Psycholinguistics into AI with Dominique Simmons- #23
The TWIML AI Podcast with Sam Charrington Beginner 9y ago
My first HACKATHON! | 100 Days of Code 1
ML Fundamentals
My first HACKATHON! | 100 Days of Code 1
Daniel Bourke Beginner 9y ago
Python Pandas Tutorial 8. Concat Dataframes
ML Fundamentals
Python Pandas Tutorial 8. Concat Dataframes
codebasics Beginner 9y ago
[MINI] Leakage
ML Fundamentals ⚡ AI Lesson
[MINI] Leakage
Data Skeptic Beginner 9y ago
Trusting Machine Learning Models with LIME
ML Fundamentals ⚡ AI Lesson
Trusting Machine Learning Models with LIME
Data Skeptic Beginner 9y ago
Music21
ML Fundamentals ⚡ AI Lesson
Music21
Data Skeptic Beginner 9y ago
[MINI] Calculating Feature Importance
ML Fundamentals ⚡ AI Lesson
[MINI] Calculating Feature Importance
Data Skeptic Beginner 9y ago
Data Science at eHarmony
ML Fundamentals ⚡ AI Lesson
Data Science at eHarmony
Data Skeptic Beginner 9y ago
Stealing Models from the Cloud
ML Fundamentals ⚡ AI Lesson
Stealing Models from the Cloud
Data Skeptic Beginner 9y ago
Predictive Models on Random Data
ML Fundamentals ⚡ AI Lesson
Predictive Models on Random Data
Data Skeptic Beginner 9y ago
[MINI] Dropout
ML Fundamentals ⚡ AI Lesson
[MINI] Dropout
Data Skeptic Beginner 9y ago
The First Programming Languages: Crash Course Computer Science #11
ML Fundamentals
The First Programming Languages: Crash Course Computer Science #11
CrashCourse Beginner 9y ago
Taylor series | Chapter 11, Essence of calculus
ML Fundamentals
Taylor series | Chapter 11, Essence of calculus
3Blue1Brown Beginner 9y ago
Higher order derivatives | Chapter 10, Essence of calculus
ML Fundamentals
Higher order derivatives | Chapter 10, Essence of calculus
3Blue1Brown 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 9y 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 9y 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 9y 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 9y 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 9y 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 9y ago
Derivative formulas through geometry | Chapter 3, Essence of calculus
ML Fundamentals
Derivative formulas through geometry | Chapter 3, Essence of calculus
3Blue1Brown Beginner 9y 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 9y ago
The essence of calculus
ML Fundamentals
The essence of calculus
3Blue1Brown 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
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The Finite Element Method for Problems in Physics
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