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
How optimization for machine learning works, part 3
ML Fundamentals
How optimization for machine learning works, part 3
Brandon Rohrer Intermediate 7y ago
How optimization for machine learning works, part 2
ML Fundamentals
How optimization for machine learning works, part 2
Brandon Rohrer Intermediate 7y ago
The Kernel Trick - THE MATH YOU SHOULD KNOW!
ML Fundamentals ⚡ AI Lesson
The Kernel Trick - THE MATH YOU SHOULD KNOW!
CodeEmporium Intermediate 7y ago
ML Engine - Machine Learning in the Cloud
ML Fundamentals ⚡ AI Lesson
ML Engine - Machine Learning in the Cloud
Fireship Intermediate 7y ago
¿Qué es una Red Neuronal? Parte 3 : Backpropagation | DotCSV
ML Fundamentals
¿Qué es una Red Neuronal? Parte 3 : Backpropagation | DotCSV
Dot CSV Intermediate 7y ago
deeplearning.ai's Heroes of Deep Learning: Dawn Song
ML Fundamentals
deeplearning.ai's Heroes of Deep Learning: Dawn Song
DeepLearningAI Intermediate 7y ago
Hacked Star Map - Computerphile
ML Fundamentals ⚡ AI Lesson
Hacked Star Map - Computerphile
Computerphile Intermediate 7y ago
Deep Fakes
ML Fundamentals ⚡ AI Lesson
Deep Fakes
Data Skeptic Intermediate 7y ago
Illustrated Guide to LSTM's and GRU's: A step by step explanation
ML Fundamentals
Illustrated Guide to LSTM's and GRU's: A step by step explanation
The AI Hacker Intermediate 7y ago
Prepare your data for ML  | Text Classification Tutorial Pt. 1 (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Prepare your data for ML | Text Classification Tutorial Pt. 1 (Coding TensorFlow)
TensorFlow Intermediate 7y ago
GSM Phone on a Conference Badge - Computerphile
ML Fundamentals ⚡ AI Lesson
GSM Phone on a Conference Badge - Computerphile
Computerphile Intermediate 7y ago
How to the Docker Image for Application of Deep Learning, at Washington University in St. Louis
ML Fundamentals ⚡ AI Lesson
How to the Docker Image for Application of Deep Learning, at Washington University in St. Louis
Jeff Heaton Intermediate 7y ago
Q&A with Grant Sanderson (3blue1brown)
ML Fundamentals
Q&A with Grant Sanderson (3blue1brown)
3Blue1Brown Intermediate 7y ago
How ML Keeps Shelves Stocked at Home Depot with Pat Woowong - TWiML Talk #175
ML Fundamentals
How ML Keeps Shelves Stocked at Home Depot with Pat Woowong - TWiML Talk #175
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
De-bug your TensorFlow projects with the PyCharm IDE (TensorFlow Tip of the Week)
ML Fundamentals ⚡ AI Lesson
De-bug your TensorFlow projects with the PyCharm IDE (TensorFlow Tip of the Week)
TensorFlow Intermediate 7y ago
OpenAI Five: When AI beats professional gamers
ML Fundamentals ⚡ AI Lesson
OpenAI Five: When AI beats professional gamers
arXiv Insights Intermediate 7y ago
Join Data School Insiders on Patreon!
ML Fundamentals
Join Data School Insiders on Patreon!
Data School Intermediate 7y ago
Machine Learning to Discover Physics and Engineering Principles with Nathan Kutz - #162
ML Fundamentals
Machine Learning to Discover Physics and Engineering Principles with Nathan Kutz - #162
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
Top 5 Uses of Neural Networks! (A.I.)
ML Fundamentals ⚡ AI Lesson
Top 5 Uses of Neural Networks! (A.I.)
ColdFusion Intermediate 7y ago
TensorFlow.js - Serve deep learning models with Node.js and Express
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Serve deep learning models with Node.js and Express
deeplizard Intermediate 7y ago
TensorFlow.js - Introducing deep learning with  client-side neural networks
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Introducing deep learning with client-side neural networks
deeplizard Intermediate 7y ago
Voice Technology Systems & Children | Patricia Scanlan | Talks at Google
ML Fundamentals
Voice Technology Systems & Children | Patricia Scanlan | Talks at Google
Talks at Google Intermediate 7y ago
CS@ILLINOIS' Online Master's of Computer Science [Admissions Webinar]
ML Fundamentals
CS@ILLINOIS' Online Master's of Computer Science [Admissions Webinar]
Coursera Intermediate 8y ago
CS@ILLINOIS' Online Master's of Computer Science [International Admissions Webinar]
ML Fundamentals
CS@ILLINOIS' Online Master's of Computer Science [International Admissions Webinar]
Coursera Intermediate 8y ago
The Wallis product for pi, proved geometrically
ML Fundamentals ⚡ AI Lesson
The Wallis product for pi, proved geometrically
3Blue1Brown Intermediate 8y ago
Gaussian Material Synthesis (SIGGRAPH 2018)
ML Fundamentals ⚡ AI Lesson
Gaussian Material Synthesis (SIGGRAPH 2018)
Two Minute Papers Intermediate 8y ago
Swim: A Raw Compute Platform That Poses Questions About the Endless Fabrics of Time
ML Fundamentals
Swim: A Raw Compute Platform That Poses Questions About the Endless Fabrics of Time
The New Stack Intermediate 8y ago
How optimization for machine learning works, part 1
ML Fundamentals
How optimization for machine learning works, part 1
Brandon Rohrer Intermediate 7y ago
Build a neural network to perform classification | TensorFlow.js (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Build a neural network to perform classification | TensorFlow.js (Coding TensorFlow)
TensorFlow Intermediate 7y ago
Brian Kernighan Q&A - Computerphile
ML Fundamentals ⚡ AI Lesson
Brian Kernighan Q&A - Computerphile
Computerphile Intermediate 7y ago
How to use TensorFlow in PyCharm (TensorFlow Tip of the Week)
ML Fundamentals ⚡ AI Lesson
How to use TensorFlow in PyCharm (TensorFlow Tip of the Week)
TensorFlow Intermediate 7y ago
Inside a Crypto-Mining Operation - Computerphile
ML Fundamentals ⚡ AI Lesson
Inside a Crypto-Mining Operation - Computerphile
Computerphile Intermediate 7y ago
Automating Complex Internal Processes with AI, w/ Alexander Chukovski - #161
ML Fundamentals ⚡ AI Lesson
Automating Complex Internal Processes with AI, w/ Alexander Chukovski - #161
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
Binary Coded Decimal (BCD) & Douglas Adams' 42 - Computerphile
ML Fundamentals ⚡ AI Lesson
Binary Coded Decimal (BCD) & Douglas Adams' 42 - Computerphile
Computerphile Intermediate 7y ago
How a Global Energy Company Adopts ML & AI with Nicholas Osborn - #150
ML Fundamentals ⚡ AI Lesson
How a Global Energy Company Adopts ML & AI with Nicholas Osborn - #150
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
Deploy Keras neural network to Flask web service | Part 8 - Access model from Powershell, Curl
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 8 - Access model from Powershell, Curl
deeplizard Intermediate 7y ago
Tensor Operations for Machine Learning with Anima Anandkumar - #142
ML Fundamentals
Tensor Operations for Machine Learning with Anima Anandkumar - #142
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
Deploy Keras neural network to Flask web service | Part 6 - Build web app to send images to VGG16
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 6 - Build web app to send images to VGG16
deeplizard Intermediate 7y ago
Code vs Data (Metaprogramming) - Computerphile
ML Fundamentals ⚡ AI Lesson
Code vs Data (Metaprogramming) - Computerphile
Computerphile Intermediate 8y ago
Deploy Keras neural network to Flask web service | Part 4 - Build a front end web application
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 4 - Build a front end web application
deeplizard Intermediate 8y ago
Lisp, The Quantum Programmer's Choice - Computerphile
ML Fundamentals ⚡ AI Lesson
Lisp, The Quantum Programmer's Choice - Computerphile
Computerphile Intermediate 8y ago
Differential Privacy at Bluecore with Zahi Karam - #133
ML Fundamentals
Differential Privacy at Bluecore with Zahi Karam - #133
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Atari 2600 VCS Programming - Computerphile
ML Fundamentals ⚡ AI Lesson
Atari 2600 VCS Programming - Computerphile
Computerphile Intermediate 8y ago
GOTO, Goto & Goto - Computerphile
ML Fundamentals ⚡ AI Lesson
GOTO, Goto & Goto - Computerphile
Computerphile Intermediate 8y ago
Privacy "Underground" - Computerphile
ML Fundamentals ⚡ AI Lesson
Privacy "Underground" - Computerphile
Computerphile Intermediate 8y ago
Atari 2600 VCS & Adventure - Computerphile
ML Fundamentals ⚡ AI Lesson
Atari 2600 VCS & Adventure - Computerphile
Computerphile Intermediate 8y ago
Human-in-the-Loop AI for Emergency Response & More with Rob Munro - #125
ML Fundamentals
Human-in-the-Loop AI for Emergency Response & More with Rob Munro - #125
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Reconstructing Fusion Plasmas (TensorFlow Dev Summit 2018)
ML Fundamentals ⚡ AI Lesson
Reconstructing Fusion Plasmas (TensorFlow Dev Summit 2018)
TensorFlow Intermediate 8y ago
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