✕ Clear filters
119 lessons

📐 ML Fundamentals

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

All ▶ YouTube 200,947📚 Coursera 18,180🎤 TED 1
Introduction - ML on Android with MediaPipe Series
ML Fundamentals
Introduction - ML on Android with MediaPipe Series
Google for Developers Beginner 2y ago
What is AI, ML, and Deep Learning?
ML Fundamentals
What is AI, ML, and Deep Learning?
Google for Developers Beginner 2y ago
Learn Web ML #webdev
ML Fundamentals
Learn Web ML #webdev
Google for Developers Beginner 3y ago
7.1: Machine Learning as a Web Engineer - putting knowledge into practice
ML Fundamentals
7.1: Machine Learning as a Web Engineer - putting knowledge into practice
Google for Developers Beginner 3y ago
6.5: Dealing with edge cases in spam detection
ML Fundamentals
6.5: Dealing with edge cases in spam detection
Google for Developers Intermediate 3y ago
6.6: Using a retrained spam detection model in the web browser with TensorFlow.js
ML Fundamentals
6.6: Using a retrained spam detection model in the web browser with TensorFlow.js
Google for Developers Beginner 3y ago
6.1: Using models from Python in the web browser with TensorFlow.js
ML Fundamentals
6.1: Using models from Python in the web browser with TensorFlow.js
Google for Developers Advanced 3y ago
6.2: Converting Python saved models with the TensorFlow.js command line converter
ML Fundamentals
6.2: Converting Python saved models with the TensorFlow.js command line converter
Google for Developers Intermediate 3y ago
Recognize custom objects with TensorFlow.js.
ML Fundamentals
Recognize custom objects with TensorFlow.js.
Google for Developers Beginner 3y ago
5.3: Using layers models for transfer learning
ML Fundamentals
5.3: Using layers models for transfer learning
Google for Developers Beginner 3y ago
5.1: Transfer learning:  Retraining existing models in the web browser with TensorFlow.js
ML Fundamentals
5.1: Transfer learning: Retraining existing models in the web browser with TensorFlow.js
Google for Developers Beginner 3y ago
This is what we mean when we say Google Developer Experts (GDE)
ML Fundamentals
This is what we mean when we say Google Developer Experts (GDE)
Google for Developers Beginner 3y ago
4.7.2: Beyond perceptrons: Convolutional Neural Network (CNNs) - Implementation with TensorFlow.js
ML Fundamentals
4.7.2: Beyond perceptrons: Convolutional Neural Network (CNNs) - Implementation with TensorFlow.js
Google for Developers Intermediate 3y ago
4.7.1: Beyond perceptrons: Convolutional Neural Network (CNNs) in the web browser
ML Fundamentals
4.7.1: Beyond perceptrons: Convolutional Neural Network (CNNs) in the web browser
Google for Developers Beginner 3y ago
4.6.2: Multi-layer perceptrons for classification -  Implementing a classifier in TensorFlow.js
ML Fundamentals
4.6.2: Multi-layer perceptrons for classification - Implementing a classifier in TensorFlow.js
Google for Developers Intermediate 3y ago
ML tutorial: How to solve classification problems with TensorFlow and multi-layer perceptrons
ML Fundamentals
ML tutorial: How to solve classification problems with TensorFlow and multi-layer perceptrons
Google for Developers Beginner 3y ago
4.5.2: Multi-layer perceptrons - Deep neural networks for non linear data
ML Fundamentals
4.5.2: Multi-layer perceptrons - Deep neural networks for non linear data
Google for Developers Beginner 3y ago
4.5.1: Multi-layer perceptrons - The limits of a single neuron
ML Fundamentals
4.5.1: Multi-layer perceptrons - The limits of a single neuron
Google for Developers Beginner 3y ago
TensorFlow.js tutorial: A neuron implementation for linear regression
ML Fundamentals
TensorFlow.js tutorial: A neuron implementation for linear regression
Google for Developers Beginner 3y ago
4.4.2: Implement a neuron for linear regression - Importing and normalizing training data
ML Fundamentals
4.4.2: Implement a neuron for linear regression - Importing and normalizing training data
Google for Developers Intermediate 3y ago
4.4.1: Implement a neuron for linear regression - Training data and outliers
ML Fundamentals
4.4.1: Implement a neuron for linear regression - Training data and outliers
Google for Developers Intermediate 3y ago
ML tutorial: How to train neurons
ML Fundamentals
ML tutorial: How to train neurons
Google for Developers Beginner 3y ago
4.3.1: What's a neuron?
ML Fundamentals
4.3.1: What's a neuron?
Google for Developers Beginner 3y ago
4.2: Gathering, refining, and using data effectively for ML model datasets
ML Fundamentals
4.2: Gathering, refining, and using data effectively for ML model datasets
Google for Developers Beginner 3y ago
4.1: Rolling your own Web ML models from a blank canvas
ML Fundamentals
4.1: Rolling your own Web ML models from a blank canvas
Google for Developers Intermediate 3y ago
3.6.2: Using advanced pre-trained Web ML models - Part 2: Use MoveNet for pose estimation in browser
ML Fundamentals
3.6.2: Using advanced pre-trained Web ML models - Part 2: Use MoveNet for pose estimation in browser
Google for Developers Advanced 3y ago
Exploring Tensorflow Hub: Using pre-trained web ML models
ML Fundamentals
Exploring Tensorflow Hub: Using pre-trained web ML models
Google for Developers Beginner 3y ago
Tutorial: How to use raw tensorFlow.js pre-trained models in browser
ML Fundamentals
Tutorial: How to use raw tensorFlow.js pre-trained models in browser
Google for Developers Beginner 3y ago
TensorFlow fundamentals: What are tensors in TensorFlow.js?
ML Fundamentals
TensorFlow fundamentals: What are tensors in TensorFlow.js?
Google for Developers Beginner 3y ago
Tutorial: Make a web-based smart camera with the COCO-SSD machine learning model in TensorFlow
ML Fundamentals
Tutorial: Make a web-based smart camera with the COCO-SSD machine learning model in TensorFlow
Google for Developers Beginner 3y ago
3.3.5: Make your own web based smart camera in JS - Part 5
ML Fundamentals
3.3.5: Make your own web based smart camera in JS - Part 5
Google for Developers Beginner 3y ago
3.3.4: Make your own web based smart camera in JS - Part 4
ML Fundamentals
3.3.4: Make your own web based smart camera in JS - Part 4
Google for Developers Beginner 3y ago
3.3.3: Build a web based smart camera in JavaScript - Part 3
ML Fundamentals
3.3.3: Build a web based smart camera in JavaScript - Part 3
Google for Developers Beginner 3y ago
3.3.2: Make your own web based smart camera in JS - Part 2
ML Fundamentals
3.3.2: Make your own web based smart camera in JS - Part 2
Google for Developers Beginner 3y ago
3.3.1: Make your own web based smart camera in JS - Part 1
ML Fundamentals
3.3.1: Make your own web based smart camera in JS - Part 1
Google for Developers Beginner 3y ago
3.2: Selecting an ML model to use
ML Fundamentals
3.2: Selecting an ML model to use
Google for Developers Intermediate 3y ago
2.5: 3 ways to use Machine Learning on the web with TensorFlow.js
ML Fundamentals
2.5: 3 ways to use Machine Learning on the web with TensorFlow.js
Google for Developers Beginner 3y ago
2.4: What is TensorFlow.js? (JavaScript + Machine Learning)
ML Fundamentals
2.4: What is TensorFlow.js? (JavaScript + Machine Learning)
Google for Developers Beginner 3y ago
Machine learning systems primer: How to train ML models
ML Fundamentals
Machine learning systems primer: How to train ML models
Google for Developers Beginner 3y ago
2.2: Demystifying Machine Learning
ML Fundamentals
2.2: Demystifying Machine Learning
Google for Developers Beginner 3y ago
AI demystified: The difference between artificial intelligence, machine learning, and deep learning
ML Fundamentals
AI demystified: The difference between artificial intelligence, machine learning, and deep learning
Google for Developers Beginner 3y ago
1.3: Breakdown of WebML course
ML Fundamentals
1.3: Breakdown of WebML course
Google for Developers Advanced 3y ago
How web developers can use machine learning
ML Fundamentals
How web developers can use machine learning
Google for Developers Advanced 3y ago
1.1:  Machine Learning for Web Devs & Creatives (Web ML) - Next gen web apps with TensorFlow.js
ML Fundamentals
1.1: Machine Learning for Web Devs & Creatives (Web ML) - Next gen web apps with TensorFlow.js
Google for Developers Beginner 3y ago
Using ML to prevent the use of counterfeit money in Pakistan
ML Fundamentals
Using ML to prevent the use of counterfeit money in Pakistan
Google for Developers Beginner 3y ago
Maintaining a supportive developer community: Ahmed’s story as a GDSC Lead in Egypt
ML Fundamentals
Maintaining a supportive developer community: Ahmed’s story as a GDSC Lead in Egypt
Google for Developers Advanced 3y ago
Building drones to restore deforestation
ML Fundamentals
Building drones to restore deforestation
Google for Developers Intermediate 3y ago
Deep-dive on ARCore | Fundamentals of designing AR apps with machine learning models
ML Fundamentals
Deep-dive on ARCore | Fundamentals of designing AR apps with machine learning models
Google for Developers Beginner 3y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Foundations and Core Concepts of PyTorch
📚 Coursera Course ↗
Self-paced
Foundations and Core Concepts of PyTorch
Opens on Coursera ↗
Natural Language Processing with Sequence Models
📚 Coursera Course ↗
Self-paced
Natural Language Processing with Sequence Models
Opens on Coursera ↗
Introduction to Self-Driving Cars
📚 Coursera Course ↗
Self-paced
Introduction to Self-Driving Cars
Opens on Coursera ↗
Generative Deep Learning with TensorFlow
📚 Coursera Course ↗
Self-paced
Generative Deep Learning with TensorFlow
Opens on Coursera ↗
Game Development, Data Science, and Machine Learning
📚 Coursera Course ↗
Self-paced
Game Development, Data Science, and Machine Learning
Opens on Coursera ↗
AI for Knowledge Workers
📚 Coursera Course ↗
Self-paced
AI for Knowledge Workers
Opens on Coursera ↗