Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

3815
lessons
Level: All Beginner Intermediate Advanced
Any Length Short (<5m) Medium (5-20m) Long (>20m)
Newest Popular Oldest
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
CPUs Are Out of Order - Computerphile
📐 ML Fundamentals
CPUs Are Out of Order - Computerphile
Computerphile Intermediate 8y ago
Elm front-end for Rust API (Part 1)
📐 ML Fundamentals
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
Composing Graphical Models With Neural Networks, w/ David Duvenaud - #96
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Compaq Portable (Halt & Catch Fire) - Computerphile
📐 ML Fundamentals
Compaq Portable (Halt & Catch Fire) - Computerphile
Computerphile Intermediate 8y ago
Making a computer Turing complete
📐 ML Fundamentals
Making a computer Turing complete
Ben Eater 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
How to Configure the AWS CLI | Amazon Web Services | AWS
deeplizard 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
How to Copy files to an EC2 instance | Amazon Web Services | AWS
📐 ML Fundamentals
How to Copy files to an EC2 instance | Amazon Web Services | AWS
deeplizard Intermediate 8y ago
World's First Car!
📐 ML Fundamentals
World's First Car!
Veritasium 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
Generative AI for Content Creation
Data Skeptic 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
How to create an EC2 Instance | Amazon Web Services | AWS
📐 ML Fundamentals
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
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
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
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
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
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
Train an artificial neural network with Keras
deeplizard Intermediate 8y ago
Build a validation set with Keras
📐 ML Fundamentals
Build a validation set with Keras
deeplizard Intermediate 8y ago
Data augmentation with Keras
📐 ML Fundamentals
Data augmentation with Keras
deeplizard Intermediate 8y ago
Make predictions with an artificial neural network using Keras
📐 ML Fundamentals
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
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
Fine-tune VGG16 Image Classifier with Keras | Part 2: Train
deeplizard Intermediate 8y ago
Make predictions with a Keras CNN Image Classifier
📐 ML Fundamentals
Make predictions with a Keras CNN Image Classifier
deeplizard Intermediate 8y ago
Create and train a CNN Image Classifier with Keras
📐 ML Fundamentals
Create and train a CNN Image Classifier with Keras
deeplizard Intermediate 8y ago
Create confusion matrix for predictions from Keras model
📐 ML Fundamentals
Create confusion matrix for predictions from Keras model
deeplizard Intermediate 8y ago
Fine-tune VGG16 Image Classifier with Keras | Part 1: Build
📐 ML Fundamentals
Fine-tune VGG16 Image Classifier with Keras | Part 1: Build
deeplizard Intermediate 8y ago
MIDI & Digital Music Making - Computerphile
📐 ML Fundamentals
MIDI & Digital Music Making - Computerphile
Computerphile Intermediate 8y ago
Bitcoin, Blockchain Forks & Lightning - Computerphile
📐 ML Fundamentals
Bitcoin, Blockchain Forks & Lightning - Computerphile
Computerphile Intermediate 8y ago
1978's Raspberry Pi (MK14) - Computerphile
📐 ML Fundamentals
1978's Raspberry Pi (MK14) - Computerphile
Computerphile Intermediate 8y ago
World's First Webcam - Computerphile
📐 ML Fundamentals
World's First Webcam - Computerphile
Computerphile Intermediate 8y ago
Computing Limit - Computerphile
📐 ML Fundamentals
Computing Limit - Computerphile
Computerphile 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
Fighting Fraud with Machine Learning at Shopify with Solmaz Shahalizadeh - #60
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Wildcards - Computerphile
📐 ML Fundamentals
Wildcards - Computerphile
Computerphile Intermediate 8y ago
Homotopy Type Theory Discussed - Computerphile
📐 ML Fundamentals
Homotopy Type Theory Discussed - Computerphile
Computerphile 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
Programming Loops vs Recursion - Computerphile
Computerphile Intermediate 8y ago
Selfie to 3D Model - Computerphile
📐 ML Fundamentals
Selfie to 3D Model - Computerphile
Computerphile Intermediate 8y ago
Coinbase Login Demo Using Google Authenticator (2FA)
📐 ML Fundamentals
Coinbase Login Demo Using Google Authenticator (2FA)
deeplizard Intermediate 8y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
KALKÜLÜS I: HAZIRLIK VE ALTYAPI / CALCULUS I: PRECALCULUS
📚 Coursera Course ↗
Self-paced
KALKÜLÜS I: HAZIRLIK VE ALTYAPI / CALCULUS I: PRECALCULUS
Opens on Coursera ↗
Predictive Modeling and Machine Learning with MATLAB
📚 Coursera Course ↗
Self-paced
Predictive Modeling and Machine Learning with MATLAB
Opens on Coursera ↗
Apply Generative Adversarial Networks (GANs)
📚 Coursera Course ↗
Self-paced
Apply Generative Adversarial Networks (GANs)
Opens on Coursera ↗
Deploy & Optimize ML Services Confidently
📚 Coursera Course ↗
Self-paced
Deploy & Optimize ML Services Confidently
Opens on Coursera ↗
Modeling Data in the Tidyverse
📚 Coursera Course ↗
Self-paced
Modeling Data in the Tidyverse
Opens on Coursera ↗
Mechanics: Motion, Forces, Energy and Gravity, from Particles to Planets
📚 Coursera Course ↗
Self-paced
Mechanics: Motion, Forces, Energy and Gravity, from Particles to Planets
Opens on Coursera ↗