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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Debugging TensorFlow with TensorBoard plugins (TensorFlow Dev Summit 2018)
ML Fundamentals ⚡ AI Lesson
Debugging TensorFlow with TensorBoard plugins (TensorFlow Dev Summit 2018)
TensorFlow Intermediate 8y ago
Winding numbers and domain coloring
ML Fundamentals
Winding numbers and domain coloring
3Blue1Brown Intermediate 8y ago
The TensorFlow YouTube Channel is Here!
ML Fundamentals ⚡ AI Lesson
The TensorFlow YouTube Channel is Here!
TensorFlow Intermediate 8y ago
Machine Learning Platforms at Uber with Mike Del Balso - #115
ML Fundamentals ⚡ AI Lesson
Machine Learning Platforms at Uber with Mike Del Balso - #115
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
The Future of Machine Learning
ML Fundamentals
The Future of Machine Learning
The New Stack Intermediate 8y ago
Why Mosquitoes Bite Some People More Than Others
ML Fundamentals
Why Mosquitoes Bite Some People More Than Others
Veritasium Intermediate 8y ago
Send crypto from GDAX to Steemit and back
ML Fundamentals ⚡ AI Lesson
Send crypto from GDAX to Steemit and back
deeplizard Intermediate 8y ago
Kotlin Project - Android Functional Todo Application - Part 1
ML Fundamentals ⚡ AI Lesson
Kotlin Project - Android Functional Todo Application - Part 1
Tensor Programming Intermediate 8y ago
Posting on Steemit and navigating the site
ML Fundamentals ⚡ AI Lesson
Posting on Steemit and navigating the site
deeplizard Intermediate 8y ago
Elm front-end for Rust API (Part 2)
ML Fundamentals
Elm front-end for Rust API (Part 2)
Tensor Programming Intermediate 8y ago
CS@ILLINOIS' Online Master's of Computer Science - Data Science [Admissions Webinar]
ML Fundamentals
CS@ILLINOIS' Online Master's of Computer Science - Data Science [Admissions Webinar]
Coursera Intermediate 8y ago
Composing Graphical Models With Neural Networks, w/ David Duvenaud - #96
ML Fundamentals ⚡ AI Lesson
Composing Graphical Models With Neural Networks, w/ David Duvenaud - #96
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Making a computer Turing complete
ML Fundamentals
Making a computer Turing complete
Ben Eater Intermediate 8y ago
Image Matting With Deep Neural Networks | Two Minute Papers #209
ML Fundamentals
Image Matting With Deep Neural Networks | Two Minute Papers #209
Two Minute Papers Intermediate 8y ago
MIDI & Digital Music Making - Computerphile
ML Fundamentals ⚡ AI Lesson
MIDI & Digital Music Making - Computerphile
Computerphile Intermediate 8y ago
Bitcoin, Blockchain Forks & Lightning - Computerphile
ML Fundamentals ⚡ AI Lesson
Bitcoin, Blockchain Forks & Lightning - Computerphile
Computerphile Intermediate 8y ago
🐍🌟 What projects is Python ideal for?
ML Fundamentals
🐍🌟 What projects is Python ideal for?
Real Python Intermediate 8y ago
Generative AI for Content Creation
ML Fundamentals ⚡ AI Lesson
Generative AI for Content Creation
Data Skeptic Intermediate 8y ago
Elm front-end for Rust API (Part 1)
ML Fundamentals ⚡ AI Lesson
Elm front-end for Rust API (Part 1)
Tensor Programming Intermediate 8y ago
Building an API in Rust (part 2)
ML Fundamentals
Building an API in Rust (part 2)
Tensor Programming Intermediate 8y ago
Phoenix Framework 1.3 (Playing with Ecto Schemas and Phoenix Contexts)
ML Fundamentals
Phoenix Framework 1.3 (Playing with Ecto Schemas and Phoenix Contexts)
Tensor Programming Intermediate 8y ago
Phoenix Framework 1.3 (Building a Chat App)
ML Fundamentals
Phoenix Framework 1.3 (Building a Chat App)
Tensor Programming Intermediate 8y ago
Rustlang Project: Todo App (Yew Framework and Web Assembly)
ML Fundamentals
Rustlang Project: Todo App (Yew Framework and Web Assembly)
Tensor Programming Intermediate 8y ago
Rustlang Project: CLI Toy Blockchain
ML Fundamentals
Rustlang Project: CLI Toy Blockchain
Tensor Programming Intermediate 8y ago
Rustlang Project: Chat Application
ML Fundamentals
Rustlang Project: Chat Application
Tensor Programming Intermediate 8y ago
Block-Sparse Kernels for Deep Neural Networks with Durk Kingma - #80
ML Fundamentals
Block-Sparse Kernels for Deep Neural Networks with Durk Kingma - #80
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
How to Configure the AWS CLI | Amazon Web Services | AWS
ML Fundamentals ⚡ AI Lesson
How to Configure the AWS CLI | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
How to Copy files to an EC2 instance | Amazon Web Services | AWS
ML Fundamentals ⚡ AI Lesson
How to Copy files to an EC2 instance | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
How to create an EC2 Instance | Amazon Web Services | AWS
ML Fundamentals ⚡ AI Lesson
How to create an EC2 Instance | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
How to create and manage a user with IAM | Amazon Web Services | AWS
ML Fundamentals ⚡ AI Lesson
How to create and manage a user with IAM | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
How to SSH to EC2 instance | Amazon Web Services | AWS
ML Fundamentals ⚡ AI Lesson
How to SSH to EC2 instance | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
How to create an elastic IP address for EC2 instance | Amazon Web Services | AWS
ML Fundamentals ⚡ AI Lesson
How to create an elastic IP address for EC2 instance | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
How to create firewall rules with Security Groups | Amazon Web Services | AWS
ML Fundamentals ⚡ AI Lesson
How to create firewall rules with Security Groups | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
How to register a domain with Route 53 | Amazon Web Services | AWS
ML Fundamentals ⚡ AI Lesson
How to register a domain with Route 53 | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
Train an artificial neural network with Keras
ML Fundamentals ⚡ AI Lesson
Train an artificial neural network with Keras
deeplizard Intermediate 8y ago
Build a validation set with Keras
ML Fundamentals ⚡ AI Lesson
Build a validation set with Keras
deeplizard Intermediate 8y ago
Data augmentation with Keras
ML Fundamentals ⚡ AI Lesson
Data augmentation with Keras
deeplizard Intermediate 8y ago
Make predictions with an artificial neural network using Keras
ML Fundamentals ⚡ AI Lesson
Make predictions with an artificial neural network using Keras
deeplizard Intermediate 8y ago
Fine-tune VGG16 Image Classifier with Keras | Part 3: Predict
ML Fundamentals ⚡ AI Lesson
Fine-tune VGG16 Image Classifier with Keras | Part 3: Predict
deeplizard Intermediate 8y ago
Fine-tune VGG16 Image Classifier with Keras | Part 2: Train
ML Fundamentals ⚡ AI Lesson
Fine-tune VGG16 Image Classifier with Keras | Part 2: Train
deeplizard Intermediate 8y ago
Make predictions with a Keras CNN Image Classifier
ML Fundamentals ⚡ AI Lesson
Make predictions with a Keras CNN Image Classifier
deeplizard Intermediate 8y ago
Create and train a CNN Image Classifier with Keras
ML Fundamentals ⚡ AI Lesson
Create and train a CNN Image Classifier with Keras
deeplizard Intermediate 8y ago
Create confusion matrix for predictions from Keras model
ML Fundamentals ⚡ AI Lesson
Create confusion matrix for predictions from Keras model
deeplizard Intermediate 8y ago
Fine-tune VGG16 Image Classifier with Keras | Part 1: Build
ML Fundamentals ⚡ AI Lesson
Fine-tune VGG16 Image Classifier with Keras | Part 1: Build
deeplizard Intermediate 8y ago
Building Conversational Interfaces for Financial Services with Kenneth Conroy - #61
ML Fundamentals
Building Conversational Interfaces for Financial Services with Kenneth Conroy - #61
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Fighting Fraud with Machine Learning at Shopify with Solmaz Shahalizadeh - #60
ML Fundamentals ⚡ AI Lesson
Fighting Fraud with Machine Learning at Shopify with Solmaz Shahalizadeh - #60
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
ML Use Cases at Think Big Analytics with Mo Patel & Laura Frølich - #54
ML Fundamentals
ML Use Cases at Think Big Analytics with Mo Patel & Laura Frølich - #54
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Programming Loops vs Recursion - Computerphile
ML Fundamentals ⚡ AI Lesson
Programming Loops vs Recursion - Computerphile
Computerphile Intermediate 8y ago
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