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
CNN Tensor Shape Explained - Convolutional Neural Networks and Feature Maps
ML Fundamentals ⚡ AI Lesson
CNN Tensor Shape Explained - Convolutional Neural Networks and Feature Maps
deeplizard Beginner 7y ago
Normalizing and creating sequences Crypto RNN - Deep Learning w/ Python, TensorFlow and Keras p.9
ML Fundamentals
Normalizing and creating sequences Crypto RNN - Deep Learning w/ Python, TensorFlow and Keras p.9
sentdex Beginner 7y ago
Reinforcement Learning Series Intro - Syllabus Overview
ML Fundamentals ⚡ AI Lesson
Reinforcement Learning Series Intro - Syllabus Overview
deeplizard Beginner 7y ago
Cryptocurrency-predicting RNN intro - Deep Learning w/ Python, TensorFlow and Keras p.8
ML Fundamentals
Cryptocurrency-predicting RNN intro - Deep Learning w/ Python, TensorFlow and Keras p.8
sentdex Beginner 7y ago
DeepMind's New AI Diagnoses Eye Conditions
ML Fundamentals
DeepMind's New AI Diagnoses Eye Conditions
Two Minute Papers Beginner 7y ago
University of Illinois Master of Computer Science: A top-ranked degree that fits your life
ML Fundamentals
University of Illinois Master of Computer Science: A top-ranked degree that fits your life
Coursera Beginner 7y ago
3. Convolutional Neural Networks
ML Fundamentals ⚡ AI Lesson
3. Convolutional Neural Networks
Weights & Biases Beginner 7y ago
Biological Particle Identification and Tracking with Jay Newby - TWiML Talk #179
ML Fundamentals
Biological Particle Identification and Tracking with Jay Newby - TWiML Talk #179
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Building a Deep Learning Image Classifier | Learning Intelligence 43
ML Fundamentals ⚡ AI Lesson
Building a Deep Learning Image Classifier | Learning Intelligence 43
Daniel Bourke Beginner 7y ago
Welcome to 365 Data Science
ML Fundamentals ⚡ AI Lesson
Welcome to 365 Data Science
365 Data Science Beginner 7y ago
Data Science in Finance
ML Fundamentals ⚡ AI Lesson
Data Science in Finance
CodeEmporium Beginner 7y ago
A demo of One Hot Encoding (TensorFlow Tip of the Week)
ML Fundamentals ⚡ AI Lesson
A demo of One Hot Encoding (TensorFlow Tip of the Week)
TensorFlow Beginner 7y ago
Neural Networks: How Do Robots Teach Themselves?
ML Fundamentals ⚡ AI Lesson
Neural Networks: How Do Robots Teach Themselves?
Seeker Beginner 7y ago
OpenAI Five with Christy Dennison - TWiML Talk #176
ML Fundamentals ⚡ AI Lesson
OpenAI Five with Christy Dennison - TWiML Talk #176
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Simple Machine Learning With JavaScript - Brain.js
ML Fundamentals ⚡ AI Lesson
Simple Machine Learning With JavaScript - Brain.js
Traversy Media Beginner 7y ago
Illustrated Guide to Recurrent Neural Networks: Understanding the Intuition
ML Fundamentals
Illustrated Guide to Recurrent Neural Networks: Understanding the Intuition
The AI Hacker Beginner 7y ago
Affective Deep Learning Research (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Affective Deep Learning Research (TensorFlow Meets)
TensorFlow Beginner 7y ago
2. Multi-Layer Perceptrons
ML Fundamentals
2. Multi-Layer Perceptrons
Weights & Biases Beginner 7y ago
Machine Learning Tutorial Python - 7: Training and Testing Data
ML Fundamentals
Machine Learning Tutorial Python - 7: Training and Testing Data
codebasics Beginner 7y ago
Failing at Machine Learning (Blocky part 2) - Pwn Adventure 3
ML Fundamentals
Failing at Machine Learning (Blocky part 2) - Pwn Adventure 3
LiveOverflow Beginner 7y ago
University of Pennsylvania Online Master of Computer and Information Technology
ML Fundamentals
University of Pennsylvania Online Master of Computer and Information Technology
Coursera Beginner 7y ago
Machine Learning Tutorial Python - 4: Gradient Descent and Cost Function
ML Fundamentals
Machine Learning Tutorial Python - 4: Gradient Descent and Cost Function
codebasics Beginner 7y ago
Finishing fast.ai Deep Learning Course Part 1 | Learning Intelligence 35
ML Fundamentals
Finishing fast.ai Deep Learning Course Part 1 | Learning Intelligence 35
Daniel Bourke Beginner 7y ago
Rank, Axes, and Shape Explained - Tensors for Deep Learning
ML Fundamentals ⚡ AI Lesson
Rank, Axes, and Shape Explained - Tensors for Deep Learning
deeplizard Beginner 7y ago
Tensors Explained - Data Structures of Deep Learning
ML Fundamentals ⚡ AI Lesson
Tensors Explained - Data Structures of Deep Learning
deeplizard Beginner 7y ago
Self-driving neural network car in GTA V - Charles 2.0
ML Fundamentals
Self-driving neural network car in GTA V - Charles 2.0
sentdex Beginner 7y ago
CUDA Explained - Why Deep Learning uses GPUs
ML Fundamentals ⚡ AI Lesson
CUDA Explained - Why Deep Learning uses GPUs
deeplizard Beginner 7y ago
Recurrent Neural Networks (RNN) - Deep Learning w/ Python, TensorFlow & Keras p.7
ML Fundamentals
Recurrent Neural Networks (RNN) - Deep Learning w/ Python, TensorFlow & Keras p.7
sentdex Beginner 7y ago
PyTorch Install - Quick and Easy
ML Fundamentals ⚡ AI Lesson
PyTorch Install - Quick and Easy
deeplizard Beginner 7y ago
PyTorch Explained - Python Deep Learning Neural Network API
ML Fundamentals ⚡ AI Lesson
PyTorch Explained - Python Deep Learning Neural Network API
deeplizard Beginner 7y ago
PyTorch Prerequisites - Syllabus for Neural Network Programming Course
ML Fundamentals ⚡ AI Lesson
PyTorch Prerequisites - Syllabus for Neural Network Programming Course
deeplizard Beginner 7y ago
How to use your trained model - Deep Learning basics with Python, TensorFlow and Keras p.6
ML Fundamentals ⚡ AI Lesson
How to use your trained model - Deep Learning basics with Python, TensorFlow and Keras p.6
sentdex Beginner 7y ago
Analyzing Models with TensorBoard - Deep Learning with Python, TensorFlow and Keras p.4
ML Fundamentals
Analyzing Models with TensorBoard - Deep Learning with Python, TensorFlow and Keras p.4
sentdex Beginner 7y ago
Use TensorFlow to classify clothing images (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Use TensorFlow to classify clothing images (Coding TensorFlow)
TensorFlow Beginner 7y ago
TensorFlow Meets with Laurence and his brain (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
TensorFlow Meets with Laurence and his brain (TensorFlow Meets)
TensorFlow Beginner 7y ago
Convolutional Neural Networks - Deep Learning basics with Python, TensorFlow and Keras p.3
ML Fundamentals
Convolutional Neural Networks - Deep Learning basics with Python, TensorFlow and Keras p.3
sentdex Beginner 7y ago
Dyad X Machina: bringing emotion into machine learning (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Dyad X Machina: bringing emotion into machine learning (TensorFlow Meets)
TensorFlow Beginner 7y ago
ML for Understanding Satellite Imagery at Scale with Kyle Story - TWiML Talk #173
ML Fundamentals
ML for Understanding Satellite Imagery at Scale with Kyle Story - TWiML Talk #173
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Deep Learning with Python, TensorFlow, and Keras tutorial
ML Fundamentals ⚡ AI Lesson
Deep Learning with Python, TensorFlow, and Keras tutorial
sentdex Beginner 7y ago
How to get your browser ready for TensorFlow (TensorFlow Tip of the Week)
ML Fundamentals ⚡ AI Lesson
How to get your browser ready for TensorFlow (TensorFlow Tip of the Week)
TensorFlow Beginner 7y ago
Intro to ML: Course Overview
ML Fundamentals
Intro to ML: Course Overview
Weights & Biases Beginner 7y ago
1. Build Your First Machine Learning Model
ML Fundamentals
1. Build Your First Machine Learning Model
Weights & Biases Beginner 7y ago
0. What is machine learning?
ML Fundamentals ⚡ AI Lesson
0. What is machine learning?
Weights & Biases Beginner 7y ago
Visualization Changes - Python AI in StarCraft II tutorial p.16
ML Fundamentals
Visualization Changes - Python AI in StarCraft II tutorial p.16
sentdex Beginner 7y ago
TFX: an end-to-end machine learning platform for TensorFlow (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
TFX: an end-to-end machine learning platform for TensorFlow (TensorFlow Meets)
TensorFlow Beginner 7y ago
Using ML to predict insulin use for Type 1 Diabetes (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Using ML to predict insulin use for Type 1 Diabetes (TensorFlow Meets)
TensorFlow Beginner 7y ago
Prepare your dataset for machine learning (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Prepare your dataset for machine learning (Coding TensorFlow)
TensorFlow Beginner 7y ago
Version 2 Changes - Python AI in StarCraft II tutorial p.13
ML Fundamentals ⚡ AI Lesson
Version 2 Changes - Python AI in StarCraft II tutorial p.13
sentdex Beginner 7y ago
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