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
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"C" Programming Language: Brian Kernighan - Computerphile
ML Fundamentals ⚡ AI Lesson
"C" Programming Language: Brian Kernighan - Computerphile
Computerphile Intermediate 10y ago
Our Greatest Delusion
ML Fundamentals
Our Greatest Delusion
Veritasium Intermediate 10y ago
Overfitting
ML Fundamentals
Overfitting
ritvikmath Intermediate 10y ago
Evolutionarily Stable Strategies ft. Richard Dawkins
ML Fundamentals
Evolutionarily Stable Strategies ft. Richard Dawkins
Veritasium Intermediate 10y ago
Smile Detection - Computerphile
ML Fundamentals ⚡ AI Lesson
Smile Detection - Computerphile
Computerphile Intermediate 10y ago
ConvNet forward pass demo
ML Fundamentals
ConvNet forward pass demo
Andrej Karpathy Intermediate 11y ago
The Chi - Squared Distribution
ML Fundamentals
The Chi - Squared Distribution
ritvikmath Intermediate 11y ago
Euler's Formula Poem
ML Fundamentals
Euler's Formula Poem
3Blue1Brown 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
JPEG DCT, Discrete Cosine Transform (JPEG Pt2)- Computerphile
ML Fundamentals ⚡ AI Lesson
JPEG DCT, Discrete Cosine Transform (JPEG Pt2)- Computerphile
Computerphile Intermediate 10y ago
Holy Grail of AI (Artificial Intelligence) - Computerphile
ML Fundamentals ⚡ AI Lesson
Holy Grail of AI (Artificial Intelligence) - Computerphile
Computerphile Intermediate 11y ago
The Laplace Distribution
ML Fundamentals
The Laplace Distribution
ritvikmath Intermediate 11y ago
The Normal Distribution
ML Fundamentals ⚡ AI Lesson
The Normal Distribution
ritvikmath Intermediate 11y ago
The Gamma Distribution
ML Fundamentals ⚡ AI Lesson
The Gamma Distribution
ritvikmath Intermediate 11y ago
The Borel Distribution + Notes on Poisson Distribution
ML Fundamentals
The Borel Distribution + Notes on Poisson Distribution
ritvikmath Intermediate 11y ago
The Exponential Distribution
ML Fundamentals ⚡ AI Lesson
The Exponential Distribution
ritvikmath Intermediate 11y ago
The Triangular Distribution
ML Fundamentals
The Triangular Distribution
ritvikmath Intermediate 11y ago
The Geometric Distribution
ML Fundamentals
The Geometric Distribution
ritvikmath Intermediate 11y ago
The Continuous Uniform Distribution
ML Fundamentals
The Continuous Uniform Distribution
ritvikmath Intermediate 11y ago
The Binomial Distribution
ML Fundamentals
The Binomial Distribution
ritvikmath Intermediate 11y ago
The Bernoulli Distribution
ML Fundamentals
The Bernoulli Distribution
ritvikmath Intermediate 11y ago
The Poisson Distribution
ML Fundamentals ⚡ AI Lesson
The Poisson Distribution
ritvikmath Intermediate 11y ago
Turing's Enigma Problem (Part 1) - Computerphile
ML Fundamentals ⚡ AI Lesson
Turing's Enigma Problem (Part 1) - Computerphile
Computerphile Intermediate 11y ago
Shellshock Code & the Bash Bug - Computerphile
ML Fundamentals ⚡ AI Lesson
Shellshock Code & the Bash Bug - Computerphile
Computerphile Intermediate 11y ago
Blogging Guitar - Computerphile
ML Fundamentals ⚡ AI Lesson
Blogging Guitar - Computerphile
Computerphile Intermediate 11y ago
Piracy, Pictures and Metadata - Computerphile
ML Fundamentals ⚡ AI Lesson
Piracy, Pictures and Metadata - Computerphile
Computerphile Intermediate 11y ago
Hill Climbing Algorithm & Artificial Intelligence - Computerphile
ML Fundamentals ⚡ AI Lesson
Hill Climbing Algorithm & Artificial Intelligence - Computerphile
Computerphile Intermediate 11y ago
Array Method
ML Fundamentals
Array Method
ritvikmath Intermediate 11y ago
Internationalis(z)ing Code - Computerphile
ML Fundamentals ⚡ AI Lesson
Internationalis(z)ing Code - Computerphile
Computerphile Intermediate 11y ago
Public Key Cryptography - Computerphile
ML Fundamentals ⚡ AI Lesson
Public Key Cryptography - Computerphile
Computerphile Intermediate 11y ago
Real Life Holodeck with an Oculus Rift - Computerphile
ML Fundamentals ⚡ AI Lesson
Real Life Holodeck with an Oculus Rift - Computerphile
Computerphile Intermediate 11y ago
The Most Difficult Program to Compute? - Computerphile
ML Fundamentals ⚡ AI Lesson
The Most Difficult Program to Compute? - Computerphile
Computerphile Intermediate 11y ago
How Computer Memory Works - Computerphile
ML Fundamentals ⚡ AI Lesson
How Computer Memory Works - Computerphile
Computerphile Intermediate 11y ago
Fibonacci Programming - Computerphile
ML Fundamentals ⚡ AI Lesson
Fibonacci Programming - Computerphile
Computerphile Intermediate 11y ago
Coding by SMS text message - Computerphile
ML Fundamentals ⚡ AI Lesson
Coding by SMS text message - Computerphile
Computerphile Intermediate 11y ago
Just How do Macs and PCs Differ? - Computerphile
ML Fundamentals ⚡ AI Lesson
Just How do Macs and PCs Differ? - Computerphile
Computerphile Intermediate 11y ago
What on Earth is Recursion? - Computerphile
ML Fundamentals ⚡ AI Lesson
What on Earth is Recursion? - Computerphile
Computerphile Intermediate 12y ago
YouTube Search & Discovery - Computerphile
ML Fundamentals ⚡ AI Lesson
YouTube Search & Discovery - Computerphile
Computerphile Intermediate 12y 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
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Visualizing Filters of a CNN using TensorFlow
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Device-based Models with TensorFlow Lite
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Device-based Models with TensorFlow Lite
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Exploratory Data Analysis for Machine Learning
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Exploratory Data Analysis for Machine Learning
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Foundations for Machine Learning
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Foundations for Machine Learning
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