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
Detecting Fast Radio Bursts with Deep Learning
ML Fundamentals ⚡ AI Lesson
Detecting Fast Radio Bursts with Deep Learning
Data Skeptic Beginner 7y ago
Supervised Machine Learning: Crash Course Statistics #36
ML Fundamentals
Supervised Machine Learning: Crash Course Statistics #36
CrashCourse Beginner 7y ago
Making sense of the confusion matrix
ML Fundamentals
Making sense of the confusion matrix
Data School Beginner 7y ago
PyTorch Datasets and DataLoaders - Training Set Exploration for Deep Learning and AI
ML Fundamentals ⚡ AI Lesson
PyTorch Datasets and DataLoaders - Training Set Exploration for Deep Learning and AI
deeplizard Advanced 7y ago
Machine Learning Fundamentals: The Confusion Matrix
ML Fundamentals ⚡ AI Lesson
Machine Learning Fundamentals: The Confusion Matrix
StatQuest with Josh Starmer Beginner 7y ago
ASU Master of Computer Science Live Admissions Q&A
ML Fundamentals
ASU Master of Computer Science Live Admissions Q&A
Coursera Intermediate 7y ago
Deep Q-Learning - Combining Neural Networks and Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Deep Q-Learning - Combining Neural Networks and Reinforcement Learning
deeplizard Beginner 7y ago
Building AI with TensorFlow: An Overview (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
ML Fundamentals ⚡ AI Lesson
Building AI with TensorFlow: An Overview (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
TensorFlow Beginner 7y ago
4. Autoencoders
ML Fundamentals
4. Autoencoders
Weights & Biases Beginner 7y ago
Natural Language Processing at StockTwits with Garrett Hoffman - TWiML Talk #194
ML Fundamentals
Natural Language Processing at StockTwits with Garrett Hoffman - TWiML Talk #194
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Saving and Loading Models (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Saving and Loading Models (Coding TensorFlow)
TensorFlow Advanced 7y ago
Principal Component Analysis (PCA) - THE MATH YOU SHOULD KNOW!
ML Fundamentals ⚡ AI Lesson
Principal Component Analysis (PCA) - THE MATH YOU SHOULD KNOW!
CodeEmporium Intermediate 7y ago
What is Python? Why Python is So Popular?
ML Fundamentals
What is Python? Why Python is So Popular?
Programming with Mosh Beginner 7y ago
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4
ML Fundamentals ⚡ AI Lesson
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4
Lex Fridman Beginner 7y ago
Detecting Faces (Viola Jones Algorithm) - Computerphile
ML Fundamentals ⚡ AI Lesson
Detecting Faces (Viola Jones Algorithm) - Computerphile
Computerphile Beginner 7y ago
AI Ethics, Strategic Decisioning and Game Theory with Osonde Osoba - TWiML Talk #192
ML Fundamentals ⚡ AI Lesson
AI Ethics, Strategic Decisioning and Game Theory with Osonde Osoba - TWiML Talk #192
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
Future Politics | Jamie Susskind | Talks at Google
ML Fundamentals
Future Politics | Jamie Susskind | Talks at Google
Talks at Google Beginner 7y ago
How convolutional neural networks work, in depth
ML Fundamentals
How convolutional neural networks work, in depth
Brandon Rohrer Beginner 7y ago
Support Vector Machines - THE MATH YOU  SHOULD KNOW
ML Fundamentals ⚡ AI Lesson
Support Vector Machines - THE MATH YOU SHOULD KNOW
CodeEmporium Beginner 7y ago
How optimization for machine learning works, part 4
ML Fundamentals
How optimization for machine learning works, part 4
Brandon Rohrer Intermediate 7y ago
¿Qué es una Red Neuronal? Parte 3.5 : Las Matemáticas de Backpropagation | DotCSV
ML Fundamentals
¿Qué es una Red Neuronal? Parte 3.5 : Las Matemáticas de Backpropagation | DotCSV
Dot CSV Intermediate 7y ago
Quantum Machine Learning (LIVE)
ML Fundamentals
Quantum Machine Learning (LIVE)
Siraj Raval Beginner 7y ago
Quantum Machine Learning (LIVE)
ML Fundamentals
Quantum Machine Learning (LIVE)
Siraj Raval Beginner 7y ago
ML Engine - Machine Learning in the Cloud
ML Fundamentals ⚡ AI Lesson
ML Engine - Machine Learning in the Cloud
Fireship Intermediate 7y ago
¿Qué es una Red Neuronal? Parte 3 : Backpropagation | DotCSV
ML Fundamentals
¿Qué es una Red Neuronal? Parte 3 : Backpropagation | DotCSV
Dot CSV Intermediate 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
These Neural Networks Empower Digital Artists
ML Fundamentals
These Neural Networks Empower Digital Artists
Two Minute Papers Advanced 7y ago
deeplearning.ai's Heroes of Deep Learning: Dawn Song
ML Fundamentals
deeplearning.ai's Heroes of Deep Learning: Dawn Song
DeepLearningAI Intermediate 7y ago
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners  Part - 1 | Simplilearn
1:02:40
ML Fundamentals ⚡ AI Lesson
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners Part - 1 | Simplilearn
Simplilearn Beginner 7y ago
CNN Image Preparation Code Project - Learn to Extract, Transform, Load (ETL)
ML Fundamentals
CNN Image Preparation Code Project - Learn to Extract, Transform, Load (ETL)
deeplizard Beginner 7y ago
Solve your model’s overfitting and underfitting problems - Pt.2 (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Solve your model’s overfitting and underfitting problems - Pt.2 (Coding TensorFlow)
TensorFlow Beginner 7y ago
Dataset for Deep Learning - Fashion MNIST
ML Fundamentals ⚡ AI Lesson
Dataset for Deep Learning - Fashion MNIST
deeplizard Beginner 7y ago
Acoustic Word Embeddings for Low Resource Speech Processing with Herman Kamper - TWiML Talk #191
ML Fundamentals
Acoustic Word Embeddings for Low Resource Speech Processing with Herman Kamper - TWiML Talk #191
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
How optimization for machine learning works, part 3
ML Fundamentals
How optimization for machine learning works, part 3
Brandon Rohrer Intermediate 7y ago
How optimization for machine learning works, part 2
ML Fundamentals
How optimization for machine learning works, part 2
Brandon Rohrer Intermediate 7y ago
How optimization for machine learning works, part 1
ML Fundamentals
How optimization for machine learning works, part 1
Brandon Rohrer Intermediate 7y ago
Code for Deep Learning - ArgMax and Reduction Tensor Ops
ML Fundamentals ⚡ AI Lesson
Code for Deep Learning - ArgMax and Reduction Tensor Ops
deeplizard Beginner 7y ago
Solve your model’s overfitting and underfitting problems - Pt.1 (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Solve your model’s overfitting and underfitting problems - Pt.1 (Coding TensorFlow)
TensorFlow Beginner 7y ago
Evaluating Model Explainability Methods with Sara Hooker - TWiML Talk #189
ML Fundamentals ⚡ AI Lesson
Evaluating Model Explainability Methods with Sara Hooker - TWiML Talk #189
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
TWiML & AI x Fast.ai Deep Learning Study Group - Session 2B - October 6, 2018
ML Fundamentals
TWiML & AI x Fast.ai Deep Learning Study Group - Session 2B - October 6, 2018
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
TWiML & AI x Fast.ai Deep Learning Study Group - Session 2A - September 29, 2018
ML Fundamentals ⚡ AI Lesson
TWiML & AI x Fast.ai Deep Learning Study Group - Session 2A - September 29, 2018
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Quantum Machine Learning (LIVE)
ML Fundamentals
Quantum Machine Learning (LIVE)
Siraj Raval Beginner 7y ago
Graph Analytic Systems with Zachary Hanif - TWiML Talk #188
ML Fundamentals
Graph Analytic Systems with Zachary Hanif - TWiML Talk #188
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Tensors for Deep Learning - Broadcasting and Element-wise Operations with PyTorch
ML Fundamentals ⚡ AI Lesson
Tensors for Deep Learning - Broadcasting and Element-wise Operations with PyTorch
deeplizard Beginner 7y ago
The Kernel Trick - THE MATH YOU SHOULD KNOW!
ML Fundamentals ⚡ AI Lesson
The Kernel Trick - THE MATH YOU SHOULD KNOW!
CodeEmporium Intermediate 7y ago
CNN Flatten Operation Visualized - Tensor Batch Processing for Deep Learning
ML Fundamentals ⚡ AI Lesson
CNN Flatten Operation Visualized - Tensor Batch Processing for Deep Learning
deeplizard Beginner 7y ago
Flatten, Reshape, and Squeeze Explained - Tensors for Deep Learning with PyTorch
ML Fundamentals ⚡ AI Lesson
Flatten, Reshape, and Squeeze Explained - Tensors for Deep Learning with PyTorch
deeplizard Beginner 7y ago
Federated ML for Edge Applications with Justin Norman - TWiML Talk #185
ML Fundamentals ⚡ AI Lesson
Federated ML for Edge Applications with Justin Norman - TWiML Talk #185
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
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