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
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
Unpaired Image-Image Translation using CycleGANs
ML Fundamentals ⚡ AI Lesson
Unpaired Image-Image Translation using CycleGANs
CodeEmporium Advanced 7y ago
Deploy Keras neural network to Flask web service | Part 9 - Information Privacy, Data Protection
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 9 - Information Privacy, Data Protection
deeplizard Beginner 7y ago
Convert decimal to binary using Javascript | Text to binary with code
ML Fundamentals ⚡ AI Lesson
Convert decimal to binary using Javascript | Text to binary with code
deeplizard Beginner 7y ago
Training Data for Computer Vision at Figure Eight with Qazaleh Mirsharif - #144
ML Fundamentals ⚡ AI Lesson
Training Data for Computer Vision at Figure Eight with Qazaleh Mirsharif - #144
The TWIML AI Podcast with Sam Charrington Advanced 7y ago
Agile Data Science with Sarah Aerni - #143
ML Fundamentals
Agile Data Science with Sarah Aerni - #143
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Simon Benjamin on Architectures for Quantum Computing
ML Fundamentals
Simon Benjamin on Architectures for Quantum Computing
Y Combinator Beginner 7y ago
TensorFlow and Keras in R - Josh Gordon meets with J.J. Allaire (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
TensorFlow and Keras in R - Josh Gordon meets with J.J. Allaire (TensorFlow Meets)
TensorFlow Beginner 7y ago
The other way to visualize derivatives | Chapter 12, Essence of calculus
ML Fundamentals
The other way to visualize derivatives | Chapter 12, Essence of calculus
3Blue1Brown Beginner 7y ago
Code vs Data (Metaprogramming) - Computerphile
ML Fundamentals ⚡ AI Lesson
Code vs Data (Metaprogramming) - Computerphile
Computerphile Intermediate 7y ago
gradientDescent.m Gradient Descent Implementation -  Machine Learning
ML Fundamentals
gradientDescent.m Gradient Descent Implementation - Machine Learning
Aladdin Persson Beginner 7y ago
Lisp, The Quantum Programmer's Choice - Computerphile
ML Fundamentals ⚡ AI Lesson
Lisp, The Quantum Programmer's Choice - Computerphile
Computerphile Intermediate 7y ago
Machine Learning without the Hype
ML Fundamentals
Machine Learning without the Hype
freeCodeCamp.org Beginner 7y ago
Classification using neural networks & ML regression models #AskTensorFlow
ML Fundamentals ⚡ AI Lesson
Classification using neural networks & ML regression models #AskTensorFlow
TensorFlow Beginner 7y ago
computeCost.m Linear Regression Cost Function - Machine Learning
ML Fundamentals ⚡ AI Lesson
computeCost.m Linear Regression Cost Function - Machine Learning
Aladdin Persson Beginner 7y ago
Panel: Artificial Intelligence and Machine Learning
ML Fundamentals
Panel: Artificial Intelligence and Machine Learning
freeCodeCamp.org Beginner 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 7y ago
Patricia’s iMBA Experience: Earning A Flexible Business Degree on Coursera
ML Fundamentals
Patricia’s iMBA Experience: Earning A Flexible Business Degree on Coursera
Coursera Beginner 7y ago
The Binomial Distribution: Crash Course Statistics #15
ML Fundamentals
The Binomial Distribution: Crash Course Statistics #15
CrashCourse Beginner 7y ago
Modernize Your Data Pipeline for the Machine Learning Age
ML Fundamentals ⚡ AI Lesson
Modernize Your Data Pipeline for the Machine Learning Age
The New Stack Beginner 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
Hexadecimal Explained Teaser | Exposing hidden shape
ML Fundamentals ⚡ AI Lesson
Hexadecimal Explained Teaser | Exposing hidden shape
deeplizard Beginner 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
Text to Binary explained | Introducing bits and bytes for programming beginners
ML Fundamentals ⚡ AI Lesson
Text to Binary explained | Introducing bits and bytes for programming beginners
deeplizard Beginner 7y ago
Deep Learning for Live-Cell Imaging with David Van Valen - #141
ML Fundamentals
Deep Learning for Live-Cell Imaging with David Van Valen - #141
The TWIML AI Podcast with Sam Charrington Advanced 7y ago
Deploy Keras neural network to Flask web service | Part 7 - Visualizations with D3, DC, Crossfilter
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 7 - Visualizations with D3, DC, Crossfilter
deeplizard Beginner 7y ago
Is your name also a NUMBER? | Find what number your name is with math and code
ML Fundamentals ⚡ AI Lesson
Is your name also a NUMBER? | Find what number your name is with math and code
deeplizard Beginner 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
Deploy Keras neural network to Flask web service | Part 5 - Host VGG16 model with Flask
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 5 - Host VGG16 model with Flask
deeplizard Beginner 7y ago
Counting in Binary and Decimal | Binary vs Decimal quick promo
ML Fundamentals ⚡ AI Lesson
Counting in Binary and Decimal | Binary vs Decimal quick promo
deeplizard Beginner 7y ago
5 Patterns with Numbers - Binary to Base-36 | Numerals across bases
ML Fundamentals ⚡ AI Lesson
5 Patterns with Numbers - Binary to Base-36 | Numerals across bases
deeplizard Beginner 7y 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 7y ago
Hexadecimal explained | Higher than base-10 positional numeral systems
ML Fundamentals ⚡ AI Lesson
Hexadecimal explained | Higher than base-10 positional numeral systems
deeplizard Beginner 7y ago
Practical Deep Learning with Rachel Thomas - #138
ML Fundamentals ⚡ AI Lesson
Practical Deep Learning with Rachel Thomas - #138
The TWIML AI Podcast with Sam Charrington Advanced 7y ago
Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask
deeplizard Beginner 7y ago
Binary vs Decimal | Introducing positional numeral systems for programming beginners
ML Fundamentals ⚡ AI Lesson
Binary vs Decimal | Introducing positional numeral systems for programming beginners
deeplizard Beginner 7y ago
Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app
deeplizard Beginner 7y ago
Distributed TensorFlow training (Google I/O '18)
ML Fundamentals ⚡ AI Lesson
Distributed TensorFlow training (Google I/O '18)
TensorFlow Beginner 7y ago
Numeral vs Number | Introducing numeral systems for programming beginners
ML Fundamentals ⚡ AI Lesson
Numeral vs Number | Introducing numeral systems for programming beginners
deeplizard Beginner 7y ago
TensorFlow Lite for mobile developers (Google I/O '18)
ML Fundamentals ⚡ AI Lesson
TensorFlow Lite for mobile developers (Google I/O '18)
TensorFlow Beginner 7y ago
TensorFlow and deep reinforcement learning, without a PhD (Google I/O '18)
ML Fundamentals ⚡ AI Lesson
TensorFlow and deep reinforcement learning, without a PhD (Google I/O '18)
TensorFlow Beginner 7y ago
Get started with TensorFlow's High-Level APIs in 5 mins |  Google I/O 2018
ML Fundamentals ⚡ AI Lesson
Get started with TensorFlow's High-Level APIs in 5 mins | Google I/O 2018
TensorFlow Beginner 7y ago
Deploy Keras Neural Network to Flask web service | Part 1 - Overview
ML Fundamentals ⚡ AI Lesson
Deploy Keras Neural Network to Flask web service | Part 1 - Overview
deeplizard Beginner 7y ago
Get started with TensorFlow's High-Level APIs (Google I/O '18)
ML Fundamentals ⚡ AI Lesson
Get started with TensorFlow's High-Level APIs (Google I/O '18)
TensorFlow Beginner 7y ago
Epsilon Software for Private Machine Learning with Chang Liu - #135
ML Fundamentals ⚡ AI Lesson
Epsilon Software for Private Machine Learning with Chang Liu - #135
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Scalable Differential Privacy for Deep Learning with Nicolas Papernot - #134
ML Fundamentals ⚡ AI Lesson
Scalable Differential Privacy for Deep Learning with Nicolas Papernot - #134
The TWIML AI Podcast with Sam Charrington Advanced 7y ago
Unicode explained | Convert characters in Chuck Norris jokes - JavaScript example
ML Fundamentals ⚡ AI Lesson
Unicode explained | Convert characters in Chuck Norris jokes - JavaScript example
deeplizard Beginner 7y 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 7y ago
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