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
14. Data Augmentation | Keras
ML Fundamentals
14. Data Augmentation | Keras
Weights & Biases Beginner 7y ago
Introducing Google Coral: Building On-Device AI (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Introducing Google Coral: Building On-Device AI (Google I/O'19)
TensorFlow Beginner 7y ago
A Fireside Chat with Turing Award Winner Geoffrey Hinton, Pioneer of Deep Learning (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
A Fireside Chat with Turing Award Winner Geoffrey Hinton, Pioneer of Deep Learning (Google I/O'19)
TensorFlow Beginner 7y ago
University of Illinois Master of Computer Science (& Data Science)
ML Fundamentals
University of Illinois Master of Computer Science (& Data Science)
Coursera Beginner 7y ago
SimGAN Explained
ML Fundamentals
SimGAN Explained
Connor Shorten Beginner 7y ago
AC-GAN Explained
ML Fundamentals ⚡ AI Lesson
AC-GAN Explained
Connor Shorten Beginner 7y ago
Live Coding Chat Front end with Flutter
ML Fundamentals ⚡ AI Lesson
Live Coding Chat Front end with Flutter
Tensor Programming Beginner 7y ago
Neural Network Batch Processing - Pass Image Batch to PyTorch CNN
ML Fundamentals ⚡ AI Lesson
Neural Network Batch Processing - Pass Image Batch to PyTorch CNN
deeplizard Beginner 7y ago
Fighting Fake News and Deep Fakes with Machine Learning w/ Delip Rao - TWiML Talk #260
ML Fundamentals ⚡ AI Lesson
Fighting Fake News and Deep Fakes with Machine Learning w/ Delip Rao - TWiML Talk #260
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
13. Speech Recognition with Convolutional Neural Networks in Keras/TensorFlow
ML Fundamentals ⚡ AI Lesson
13. Speech Recognition with Convolutional Neural Networks in Keras/TensorFlow
Weights & Biases Beginner 7y ago
Enlightenment - De-Mystifying Mindfulness by  Universiteit Leiden #3
ML Fundamentals
Enlightenment - De-Mystifying Mindfulness by Universiteit Leiden #3
Coursera Beginner 7y ago
Linear Regression Mathematical Intuition
ML Fundamentals
Linear Regression Mathematical Intuition
Krish Naik Beginner 7y ago
Exploring And Attacking Neural Networks With Activation Atlases
ML Fundamentals
Exploring And Attacking Neural Networks With Activation Atlases
Two Minute Papers Beginner 7y ago
CNN Image Prediction with PyTorch - Forward Propagation Explained
ML Fundamentals ⚡ AI Lesson
CNN Image Prediction with PyTorch - Forward Propagation Explained
deeplizard Beginner 7y ago
NEURAL NETWORKS, PART 3! - CS50 Live, EP. 58
ML Fundamentals
NEURAL NETWORKS, PART 3! - CS50 Live, EP. 58
CS50 Beginner 7y ago
Learning with Limited Labeled Data with Shioulin Sam - TWiML Talk #255
ML Fundamentals ⚡ AI Lesson
Learning with Limited Labeled Data with Shioulin Sam - TWiML Talk #255
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Gradient Boost Part 4 (of 4): Classification Details
ML Fundamentals ⚡ AI Lesson
Gradient Boost Part 4 (of 4): Classification Details
StatQuest with Josh Starmer Beginner 7y ago
How Do Neural Networks Memorize Text?
ML Fundamentals
How Do Neural Networks Memorize Text?
Two Minute Papers Beginner 7y ago
Debunking 10 Common Misconceptions about AI
ML Fundamentals
Debunking 10 Common Misconceptions about AI
365 Data Science Beginner 7y ago
GUI Programming Introduction - Computerphile
ML Fundamentals ⚡ AI Lesson
GUI Programming Introduction - Computerphile
Computerphile Beginner 7y ago
Cutting Edge TensorFlow: New Techniques (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Cutting Edge TensorFlow: New Techniques (Google I/O'19)
TensorFlow Beginner 7y ago
Machine Learning Fairness: Lessons Learned (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Machine Learning Fairness: Lessons Learned (Google I/O'19)
TensorFlow Beginner 7y ago
Machine Learning Zero to Hero (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Machine Learning Zero to Hero (Google I/O'19)
TensorFlow Beginner 7y ago
Machine Learning for Game Developers (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Machine Learning for Game Developers (Google I/O'19)
TensorFlow Beginner 7y ago
Federated Learning: Machine Learning on Decentralized Data (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Federated Learning: Machine Learning on Decentralized Data (Google I/O'19)
TensorFlow Beginner 7y ago
Writing the Playbook for Fair & Ethical Artificial Intelligence & Machine Learning (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Writing the Playbook for Fair & Ethical Artificial Intelligence & Machine Learning (Google I/O'19)
TensorFlow Beginner 7y ago
Deep Learning to Solve Challenging Problems (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Deep Learning to Solve Challenging Problems (Google I/O'19)
TensorFlow Beginner 7y ago
TensorFlow Extended (TFX): Machine Learning Pipelines and Model Understanding (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
TensorFlow Extended (TFX): Machine Learning Pipelines and Model Understanding (Google I/O'19)
TensorFlow Beginner 7y ago
Swift for TensorFlow (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Swift for TensorFlow (Google I/O'19)
TensorFlow Beginner 7y ago
AI for Mobile and IoT Devices: TensorFlow Lite (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
AI for Mobile and IoT Devices: TensorFlow Lite (Google I/O'19)
TensorFlow Beginner 7y ago
Getting Started with TensorFlow 2.0 (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Getting Started with TensorFlow 2.0 (Google I/O'19)
TensorFlow Beginner 7y ago
Machine Learning on Your Device: The Options (Google I/O'19)
ML Fundamentals ⚡ AI Lesson
Machine Learning on Your Device: The Options (Google I/O'19)
TensorFlow Beginner 7y ago
Using GPUs in TensorFlow, TensorBoard in notebooks, finding new datasets, & more! #AskTensorFlow
ML Fundamentals ⚡ AI Lesson
Using GPUs in TensorFlow, TensorBoard in notebooks, finding new datasets, & more! #AskTensorFlow
TensorFlow Beginner 7y ago
12. One-shot learning for teaching neural networks to classify objects never seen before
ML Fundamentals ⚡ AI Lesson
12. One-shot learning for teaching neural networks to classify objects never seen before
Weights & Biases Beginner 7y ago
Using callbacks in training, getting started in TF 2.0, & more! #AskTensorFlow
ML Fundamentals ⚡ AI Lesson
Using callbacks in training, getting started in TF 2.0, & more! #AskTensorFlow
TensorFlow Beginner 7y ago
Averaging Weights Leads to Wider Optima and Better Generalization @ TWiML Online Meetup   Americas
ML Fundamentals ⚡ AI Lesson
Averaging Weights Leads to Wider Optima and Better Generalization @ TWiML Online Meetup Americas
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Swift for TensorFlow (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Swift for TensorFlow (TensorFlow Meets)
TensorFlow Beginner 7y ago
cuDF, cuML & RAPIDS: GPU Accelerated Data Science with Paul Mahler - TWiML Talk #254
ML Fundamentals ⚡ AI Lesson
cuDF, cuML & RAPIDS: GPU Accelerated Data Science with Paul Mahler - TWiML Talk #254
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Embedding Graphs with Deep Learning
ML Fundamentals ⚡ AI Lesson
Embedding Graphs with Deep Learning
Connor Shorten Beginner 7y ago
11. Transfer Learning for Domain-Specific Image Classification with Small Datasets
ML Fundamentals ⚡ AI Lesson
11. Transfer Learning for Domain-Specific Image Classification with Small Datasets
Weights & Biases Beginner 7y ago
Global Impact of Dementia - Living with Dementia by JHU #6
ML Fundamentals
Global Impact of Dementia - Living with Dementia by JHU #6
Coursera Beginner 7y ago
New Approaches to the Diagnosis of Alzheimer's Disease - Living with Dementia by JHU #5
ML Fundamentals
New Approaches to the Diagnosis of Alzheimer's Disease - Living with Dementia by JHU #5
Coursera Beginner 7y ago
Challenges of Dementia Diagnosis - Living with Dementia by JHU #4
ML Fundamentals
Challenges of Dementia Diagnosis - Living with Dementia by JHU #4
Coursera Beginner 7y ago
Alzheimer’s Disease: A Brief History - Living with Dementia by JHU #3
ML Fundamentals
Alzheimer’s Disease: A Brief History - Living with Dementia by JHU #3
Coursera Beginner 7y ago
Module Introduction - Living with Dementia by JHU #2
ML Fundamentals
Module Introduction - Living with Dementia by JHU #2
Coursera Beginner 7y ago
Course Introduction - Living with Dementia by JHU #1
ML Fundamentals
Course Introduction - Living with Dementia by JHU #1
Coursera Beginner 7y ago
Machine Learning for Security and Security for Machine Learning with Nicole Nichols - TWiML Talk...
ML Fundamentals ⚡ AI Lesson
Machine Learning for Security and Security for Machine Learning with Nicole Nichols - TWiML Talk...
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Domain Adaptation and Generative Models for Single Cell Genomics with Gerald Quon - TWiML Talk #251
ML Fundamentals ⚡ AI Lesson
Domain Adaptation and Generative Models for Single Cell Genomics with Gerald Quon - TWiML Talk #251
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
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Optimize Deep Learning: Stabilize and Diagnose Models
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Optimize Deep Learning: Stabilize and Diagnose Models
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Follow a Machine Learning Workflow
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Follow a Machine Learning Workflow
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Data Science Decisions in Time: Using Causal Information
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Data Science Decisions in Time: Using Causal Information
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Fundamentals of Machine Learning for Healthcare
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Fundamentals of Machine Learning for Healthcare
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Managing Machine Learning Projects
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Managing Machine Learning Projects
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Learning Deep Learning: Unit 3
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Learning Deep Learning: Unit 3
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