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
Monte Carlo in Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Monte Carlo in Reinforcement Learning
CodeEmporium Advanced 2y ago
Reinforcement Learning: on-policy vs off-policy algorithms
ML Fundamentals ⚡ AI Lesson
Reinforcement Learning: on-policy vs off-policy algorithms
CodeEmporium Advanced 2y ago
Metaflow for distributed high-performance computing and large-scale AI training
ML Fundamentals ⚡ AI Lesson
Metaflow for distributed high-performance computing and large-scale AI training
Outerbounds Advanced 2y ago
Build high performance & cost-effective ML apps using Amazon SageMaker- AWS Virtual Workshop
ML Fundamentals ⚡ AI Lesson
Build high performance & cost-effective ML apps using Amazon SageMaker- AWS Virtual Workshop
AWS Developers Advanced 2y ago
Algorithmic Trading – Machine Learning & Quant Strategies Course with Python
ML Fundamentals ⚡ AI Lesson
Algorithmic Trading – Machine Learning & Quant Strategies Course with Python
freeCodeCamp.org Advanced 2y ago
Lightning Talk: Uplink Interference Optimizer, How to Optimize a Cellular Network...- Oscar Gonzalez
ML Fundamentals ⚡ AI Lesson
Lightning Talk: Uplink Interference Optimizer, How to Optimize a Cellular Network...- Oscar Gonzalez
PyTorch Advanced 2y ago
Why Deep Networks and Brains Learn Similar Features with Sophia Sanborn - 644
ML Fundamentals ⚡ AI Lesson
Why Deep Networks and Brains Learn Similar Features with Sophia Sanborn - 644
The TWIML AI Podcast with Sam Charrington Advanced 2y ago
Stanford XCS224U I Analysis NLU, Pt 4: Casual Abstraction & Interchange Intervention Training (IIT)
ML Fundamentals ⚡ AI Lesson
Stanford XCS224U I Analysis NLU, Pt 4: Casual Abstraction & Interchange Intervention Training (IIT)
Stanford Online Advanced 2y ago
Designing Human in the Loop Experiences for LLMs // Alberto Rizzoli // LLMs in Prod Con Part 2
ML Fundamentals
Designing Human in the Loop Experiences for LLMs // Alberto Rizzoli // LLMs in Prod Con Part 2
MLOps.community Advanced 2y ago
How to Hack an AI
ML Fundamentals ⚡ AI Lesson
How to Hack an AI
SANS Institute Advanced 2y ago
The secret to Accelerate #ML and #GenerativeAI: ML Developer Tools from Weights & Biases.
ML Fundamentals
The secret to Accelerate #ML and #GenerativeAI: ML Developer Tools from Weights & Biases.
Google Cloud Advanced 2y ago
A pretty reason why Gaussian + Gaussian = Gaussian
ML Fundamentals
A pretty reason why Gaussian + Gaussian = Gaussian
3Blue1Brown Advanced 2y ago
Day in the life of Oxford Advanced Management & Leadership Programme - June 2023
ML Fundamentals
Day in the life of Oxford Advanced Management & Leadership Programme - June 2023
Saïd Business School, University of Oxford Advanced 2y ago
In-Context Learning Over Graphs for LLMs: PRODIGY (Stanford)
ML Fundamentals
In-Context Learning Over Graphs for LLMs: PRODIGY (Stanford)
Discover AI Advanced 2y ago
Stanford Seminar - Control-Oriented Learning for Dynamical Systems
ML Fundamentals ⚡ AI Lesson
Stanford Seminar - Control-Oriented Learning for Dynamical Systems
Stanford Online Advanced 2y ago
PyTorch New York Meetup - June 2023
ML Fundamentals
PyTorch New York Meetup - June 2023
PyTorch Advanced 2y ago
Hugging Face: Fine-Tune NLP Pipeline for Question Answering | Transformers & Attention Mechanism
ML Fundamentals
Hugging Face: Fine-Tune NLP Pipeline for Question Answering | Transformers & Attention Mechanism
Analytics Vidhya Advanced 2y ago
Deep Learning for Computer Vision with Python and TensorFlow – Complete Course
ML Fundamentals
Deep Learning for Computer Vision with Python and TensorFlow – Complete Course
freeCodeCamp.org Advanced 2y ago
Sloth or Pastry? Using PyTorch and Deep Learning for Image Classification
ML Fundamentals ⚡ AI Lesson
Sloth or Pastry? Using PyTorch and Deep Learning for Image Classification
DataCamp Advanced 2y ago
The importance of hyperparameter optimization
ML Fundamentals ⚡ AI Lesson
The importance of hyperparameter optimization
The TWIML AI Podcast with Sam Charrington Advanced 3y ago
ML Evolution & Recurring Themes // Waleed Kadous // MLOps Podcast # 155 short clip
ML Fundamentals
ML Evolution & Recurring Themes // Waleed Kadous // MLOps Podcast # 155 short clip
MLOps.community Advanced 3y ago
The secret sauce to creating amazing ML experiences for developers
ML Fundamentals ⚡ AI Lesson
The secret sauce to creating amazing ML experiences for developers
TensorFlow Advanced 3y ago
Image Editing A.I.
ML Fundamentals
Image Editing A.I.
sentdex Advanced 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
Ready for the Mathematics for Machine Learning and Data Science Specialization? 🚀
ML Fundamentals
Ready for the Mathematics for Machine Learning and Data Science Specialization? 🚀
DeepLearningAI Advanced 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
MSR-IISc AI Seminar Series: On Learning-Aware Mechanism Design - Michael I. Jordan
ML Fundamentals
MSR-IISc AI Seminar Series: On Learning-Aware Mechanism Design - Michael I. Jordan
Microsoft Research Advanced 3y ago
Q-learning - Explained!
ML Fundamentals ⚡ AI Lesson
Q-learning - Explained!
CodeEmporium Advanced 2y ago
Foundation of Q-learning | Temporal Difference Learning explained!
ML Fundamentals ⚡ AI Lesson
Foundation of Q-learning | Temporal Difference Learning explained!
CodeEmporium Advanced 2y ago
Bellman Equation -  Explained!
ML Fundamentals ⚡ AI Lesson
Bellman Equation - Explained!
CodeEmporium Advanced 2y ago
How to solve problems with Reinforcement Learning | Markov Decision Process
ML Fundamentals ⚡ AI Lesson
How to solve problems with Reinforcement Learning | Markov Decision Process
CodeEmporium Advanced 2y ago
Multi Armed Bandits - Reinforcement Learning Explained!
ML Fundamentals ⚡ AI Lesson
Multi Armed Bandits - Reinforcement Learning Explained!
CodeEmporium Advanced 2y ago
Elements of Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Elements of Reinforcement Learning
CodeEmporium Advanced 2y ago
ChatGPT: Zero to Hero
ML Fundamentals ⚡ AI Lesson
ChatGPT: Zero to Hero
CodeEmporium Advanced 2y ago
Sentence Embeddings - EXPLAINED!
ML Fundamentals ⚡ AI Lesson
Sentence Embeddings - EXPLAINED!
CodeEmporium Advanced 2y ago
Word2Vec, GloVe, FastText- EXPLAINED!
ML Fundamentals ⚡ AI Lesson
Word2Vec, GloVe, FastText- EXPLAINED!
CodeEmporium Advanced 2y ago
Stanford Seminar - A Picture of the Prediction Space of Deep Networks
ML Fundamentals ⚡ AI Lesson
Stanford Seminar - A Picture of the Prediction Space of Deep Networks
Stanford Online Advanced 2y ago
Stanford Seminar - Human-AI Interaction Under Societal Disagreement
ML Fundamentals
Stanford Seminar - Human-AI Interaction Under Societal Disagreement
Stanford Online Advanced 2y ago
Stanford Seminar - Connecting Robotics and Foundation Models, Brian Ichter of Google DeepMind
ML Fundamentals
Stanford Seminar - Connecting Robotics and Foundation Models, Brian Ichter of Google DeepMind
Stanford Online Advanced 2y ago
Stanford CS330 I Advanced Meta-Learning 2: Large-Scale Meta-Optimization l 2022 I Lecture 10
ML Fundamentals
Stanford CS330 I Advanced Meta-Learning 2: Large-Scale Meta-Optimization l 2022 I Lecture 10
Stanford Online Advanced 3y ago
Sentence Tokenization in Transformer Code from scratch!
ML Fundamentals ⚡ AI Lesson
Sentence Tokenization in Transformer Code from scratch!
CodeEmporium Advanced 3y ago
Blowing up Transformer Decoder architecture
ML Fundamentals ⚡ AI Lesson
Blowing up Transformer Decoder architecture
CodeEmporium Advanced 3y ago
Blowing up the Transformer Encoder!
ML Fundamentals ⚡ AI Lesson
Blowing up the Transformer Encoder!
CodeEmporium Advanced 3y ago
Layer Normalization - EXPLAINED (in Transformer Neural Networks)
ML Fundamentals ⚡ AI Lesson
Layer Normalization - EXPLAINED (in Transformer Neural Networks)
CodeEmporium Advanced 3y ago
Positional Encoding in Transformer Neural Networks Explained
ML Fundamentals ⚡ AI Lesson
Positional Encoding in Transformer Neural Networks Explained
CodeEmporium Advanced 3y ago
GPT - Explained!
ML Fundamentals ⚡ AI Lesson
GPT - Explained!
CodeEmporium Advanced 3y ago
What does GPT in ChatGPT do?
ML Fundamentals ⚡ AI Lesson
What does GPT in ChatGPT do?
CodeEmporium Advanced 3y ago
1.3: Breakdown of WebML course
ML Fundamentals
1.3: Breakdown of WebML course
Google for Developers Advanced 3y ago
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