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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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
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 7y ago
Atari 2600 VCS Programming - Computerphile
ML Fundamentals ⚡ AI Lesson
Atari 2600 VCS Programming - Computerphile
Computerphile Intermediate 7y ago
GOTO, Goto & Goto - Computerphile
ML Fundamentals ⚡ AI Lesson
GOTO, Goto & Goto - Computerphile
Computerphile Intermediate 8y ago
The Wallis product for pi, proved geometrically
ML Fundamentals
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
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
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 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
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
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
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
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
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
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
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