Foundations

ML Fundamentals

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

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ML Maths Basics
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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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What on Earth is Recursion? - Computerphile
ML Fundamentals ⚡ AI Lesson
What on Earth is Recursion? - Computerphile
Computerphile Intermediate 11y ago
YouTube Search & Discovery - Computerphile
ML Fundamentals ⚡ AI Lesson
YouTube Search & Discovery - Computerphile
Computerphile Intermediate 11y ago
Large-scale Video Classification with Convolutional Neural Networks, CVPR 2014
ML Fundamentals
Large-scale Video Classification with Convolutional Neural Networks, CVPR 2014
Andrej Karpathy Intermediate 12y ago
Learning the building blocks of speech: BECCA extracts a hierarchy of audio features
ML Fundamentals
Learning the building blocks of speech: BECCA extracts a hierarchy of audio features
Brandon Rohrer Intermediate 12y ago
Baby robins in a nest
ML Fundamentals
Baby robins in a nest
Jeff Heaton Intermediate 12y ago
Expected Value and Variance of Discrete Random Variables (No Calculus)
ML Fundamentals
Expected Value and Variance of Discrete Random Variables (No Calculus)
ritvikmath Intermediate 12y ago
Expected Value and Variance of Continuous Random Variables (Calculus)
ML Fundamentals
Expected Value and Variance of Continuous Random Variables (Calculus)
ritvikmath Intermediate 12y ago
Your Mass is NOT From the Higgs Boson
ML Fundamentals
Your Mass is NOT From the Higgs Boson
Veritasium Intermediate 12y ago
Demo and Training with
ML Fundamentals
Demo and Training with
Coursera Intermediate 13y ago
Demo and Training with undefined
ML Fundamentals
Demo and Training with undefined
Coursera Intermediate 13y ago
How Trees Bend the Laws of Physics
ML Fundamentals ⚡ AI Lesson
How Trees Bend the Laws of Physics
Veritasium Intermediate 13y ago
Heartbleed, Running the Code - Computerphile
ML Fundamentals ⚡ AI Lesson
Heartbleed, Running the Code - Computerphile
Computerphile Intermediate 12y ago
Programming in PostScript - Computerphile
ML Fundamentals ⚡ AI Lesson
Programming in PostScript - Computerphile
Computerphile Intermediate 12y ago
Home-Made Z80 Retro Computer - Computerphile
ML Fundamentals ⚡ AI Lesson
Home-Made Z80 Retro Computer - Computerphile
Computerphile Intermediate 12y ago
Reverse Polish Notation and The Stack - Computerphile
ML Fundamentals ⚡ AI Lesson
Reverse Polish Notation and The Stack - Computerphile
Computerphile Intermediate 12y ago
EXTRA BITS - Installing Ubuntu Permanently - Computerphile
ML Fundamentals ⚡ AI Lesson
EXTRA BITS - Installing Ubuntu Permanently - Computerphile
Computerphile Intermediate 12y ago
EXTRA BITS - Making a Bootable USB in Linux - Computerphile
ML Fundamentals ⚡ AI Lesson
EXTRA BITS - Making a Bootable USB in Linux - Computerphile
Computerphile Intermediate 12y ago
Lights and Shadows in Graphics - Computerphile
ML Fundamentals ⚡ AI Lesson
Lights and Shadows in Graphics - Computerphile
Computerphile Intermediate 12y ago
The Visibility Problem - Computerphile
ML Fundamentals ⚡ AI Lesson
The Visibility Problem - Computerphile
Computerphile Intermediate 12y ago
The Problem with Time & Timezones - Computerphile
ML Fundamentals ⚡ AI Lesson
The Problem with Time & Timezones - Computerphile
Computerphile Intermediate 12y ago
Triangles to Pixels - Computerphile
ML Fundamentals ⚡ AI Lesson
Triangles to Pixels - Computerphile
Computerphile Intermediate 12y ago
The True Power of the Matrix (Transformations in Graphics) - Computerphile
ML Fundamentals ⚡ AI Lesson
The True Power of the Matrix (Transformations in Graphics) - Computerphile
Computerphile Intermediate 12y ago
A Universe of Triangles - Computerphile
ML Fundamentals ⚡ AI Lesson
A Universe of Triangles - Computerphile
Computerphile Intermediate 12y ago
How YouTube Works - Computerphile
ML Fundamentals ⚡ AI Lesson
How YouTube Works - Computerphile
Computerphile Intermediate 12y ago
Hashing Algorithms and Security - Computerphile
ML Fundamentals ⚡ AI Lesson
Hashing Algorithms and Security - Computerphile
Computerphile Intermediate 12y ago
Texting Cabbage with a Recorder - Computerphile
ML Fundamentals ⚡ AI Lesson
Texting Cabbage with a Recorder - Computerphile
Computerphile Intermediate 12y ago
Cracking Websites with Cross Site Scripting - Computerphile
ML Fundamentals ⚡ AI Lesson
Cracking Websites with Cross Site Scripting - Computerphile
Computerphile Intermediate 12y ago
How Huffman Trees Work - Computerphile
ML Fundamentals ⚡ AI Lesson
How Huffman Trees Work - Computerphile
Computerphile Intermediate 12y ago
Error Correction - Computerphile
ML Fundamentals ⚡ AI Lesson
Error Correction - Computerphile
Computerphile Intermediate 12y ago
Programming Paradigms - Computerphile
ML Fundamentals ⚡ AI Lesson
Programming Paradigms - Computerphile
Computerphile Intermediate 12y ago
Punch Card Programming - Computerphile
ML Fundamentals ⚡ AI Lesson
Punch Card Programming - Computerphile
Computerphile Intermediate 12y ago
Programming BASIC and Sorting - Computerphile
ML Fundamentals ⚡ AI Lesson
Programming BASIC and Sorting - Computerphile
Computerphile Intermediate 12y ago
Error Detection and Flipping the Bits - Computerphile
ML Fundamentals ⚡ AI Lesson
Error Detection and Flipping the Bits - Computerphile
Computerphile Intermediate 12y ago
A Career in Video Games - Computerphile
ML Fundamentals ⚡ AI Lesson
A Career in Video Games - Computerphile
Computerphile Intermediate 12y ago
Getting Sorted & Big O Notation - Computerphile
ML Fundamentals ⚡ AI Lesson
Getting Sorted & Big O Notation - Computerphile
Computerphile Intermediate 12y ago
Musical Floppy Drives - Computerphile
ML Fundamentals ⚡ AI Lesson
Musical Floppy Drives - Computerphile
Computerphile Intermediate 12y ago
EXTRA BITS - Follow the Cookie Trail - Computerphile
ML Fundamentals ⚡ AI Lesson
EXTRA BITS - Follow the Cookie Trail - Computerphile
Computerphile Intermediate 12y ago
Proving the Fundamental Theorem of Calculus Part 2
ML Fundamentals ⚡ AI Lesson
Proving the Fundamental Theorem of Calculus Part 2
ritvikmath Intermediate 13y ago
Proving the Fundamental Theorem of Calculus Part 1
ML Fundamentals
Proving the Fundamental Theorem of Calculus Part 1
ritvikmath Intermediate 13y ago
Proving the Chain Rule
ML Fundamentals
Proving the Chain Rule
ritvikmath Intermediate 13y ago
The Euclidian Algorithm
ML Fundamentals
The Euclidian Algorithm
ritvikmath Intermediate 13y ago
Gyroscopic Precession
ML Fundamentals
Gyroscopic Precession
Veritasium Intermediate 13y ago
Atomic Rant
ML Fundamentals
Atomic Rant
Veritasium Intermediate 14y ago
I'm Atoms (Scientific Cover of Jason Mraz's I'm Yours)
ML Fundamentals
I'm Atoms (Scientific Cover of Jason Mraz's I'm Yours)
Veritasium Intermediate 15y ago
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