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
Infinity, Paradoxes, Gödel Incompleteness & the Mathematical Multiverse | Lex Fridman Podcast #488
ML Fundamentals ⚡ AI Lesson
Infinity, Paradoxes, Gödel Incompleteness & the Mathematical Multiverse | Lex Fridman Podcast #488
Lex Fridman Advanced 4mo ago
DataVisor strengthens fraud detection with generative AI on AWS | Amazon Web Services
ML Fundamentals
DataVisor strengthens fraud detection with generative AI on AWS | Amazon Web Services
Amazon Web Services Advanced 4mo ago
Deepgram builds audio AI infrastructure with AWS | Amazon Web Services
ML Fundamentals
Deepgram builds audio AI infrastructure with AWS | Amazon Web Services
Amazon Web Services Advanced 4mo ago
AI Still Hallunicates  Can  We Trust It, And To What Extent | Joshua Starmer x  Data Science
ML Fundamentals
AI Still Hallunicates Can We Trust It, And To What Extent | Joshua Starmer x Data Science
Data Science Dojo Advanced 4mo ago
Training a Unitree G1 to Walk w/ Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Training a Unitree G1 to Walk w/ Reinforcement Learning
Sentdex Advanced 4mo ago
A Quantitative Study of Locality in GPU Caches for Memory-Divergent Workloads
ML Fundamentals
A Quantitative Study of Locality in GPU Caches for Memory-Divergent Workloads
West Coast Machine Learning Advanced 4mo ago
State of AI Review - Part 1
ML Fundamentals
State of AI Review - Part 1
West Coast Machine Learning Advanced 4mo ago
Vision Transformers - Explained!
ML Fundamentals ⚡ AI Lesson
Vision Transformers - Explained!
CodeEmporium Advanced 5mo ago
Machine Learning Full Course In 10 Hours | Machine Learning Full Course For Beginners | Simplilearn
ML Fundamentals
Machine Learning Full Course In 10 Hours | Machine Learning Full Course For Beginners | Simplilearn
Simplilearn Advanced 5mo ago
Why Your Brain Learns Better With A Good Story Story? Joshua Starmer x Data Science Dojo
ML Fundamentals ⚡ AI Lesson
Why Your Brain Learns Better With A Good Story Story? Joshua Starmer x Data Science Dojo
Data Science Dojo Advanced 5mo ago
Mistral’s Devstral 2 Is the New Coding Beast — Open & Powerful!
ML Fundamentals
Mistral’s Devstral 2 Is the New Coding Beast — Open & Powerful!
Analytics Vidhya Advanced 5mo ago
Machine Learning Full Course In 10 Hrs | Machine Learning Full Course For Beginners | Simplilearn
ML Fundamentals
Machine Learning Full Course In 10 Hrs | Machine Learning Full Course For Beginners | Simplilearn
Simplilearn Advanced 5mo ago
Feature Pyramid Networks - Explained!
ML Fundamentals ⚡ AI Lesson
Feature Pyramid Networks - Explained!
CodeEmporium Advanced 5mo ago
Why JAX and Flax NNX?
ML Fundamentals
Why JAX and Flax NNX?
Google for Developers Advanced 5mo ago
Optimizing Flax NNX Models with Optax (Part 1)
ML Fundamentals
Optimizing Flax NNX Models with Optax (Part 1)
Google for Developers Advanced 5mo ago
Lecture 2: Linear Algebra
ML Fundamentals ⚡ AI Lesson
Lecture 2: Linear Algebra
MIT OpenCourseWare Advanced 5mo ago
Lecture 25: Stochastic Calculus (cont.); Stochastic Differential Equations
ML Fundamentals ⚡ AI Lesson
Lecture 25: Stochastic Calculus (cont.); Stochastic Differential Equations
MIT OpenCourseWare Advanced 5mo ago
Oxford Advanced Management and Leadership Programme Video 2026
ML Fundamentals
Oxford Advanced Management and Leadership Programme Video 2026
Saïd Business School, University of Oxford Advanced 5mo ago
Mathematics for Machine Learning and Data Science Specialization by DeepLearning.AI
ML Fundamentals
Mathematics for Machine Learning and Data Science Specialization by DeepLearning.AI
DeepLearningAI Advanced 5mo ago
Harry Amad - Improving the Generation and Evaluation of Synthetic Data for Downstream Medical Causal
ML Fundamentals ⚡ AI Lesson
Harry Amad - Improving the Generation and Evaluation of Synthetic Data for Downstream Medical Causal
Cohere Advanced 5mo ago
The Graph Reconstruction Conjecture - Numberphile
ML Fundamentals
The Graph Reconstruction Conjecture - Numberphile
Numberphile Advanced 5mo ago
Pratyush Maini  - Proactive Provenance in Foundation Models  Preparing for Two Regulatory Futures
ML Fundamentals ⚡ AI Lesson
Pratyush Maini - Proactive Provenance in Foundation Models Preparing for Two Regulatory Futures
Cohere Advanced 5mo ago
The PyTorch for Deep Learning Professional Certificate is live
ML Fundamentals
The PyTorch for Deep Learning Professional Certificate is live
DeepLearningAI Advanced 6mo ago
Webinar: AI and the future of impact finance - what is at stake?
ML Fundamentals ⚡ AI Lesson
Webinar: AI and the future of impact finance - what is at stake?
Saïd Business School, University of Oxford Advanced 6mo ago
DeepSpeed: Efficient Training Scalability for Deep Learning - Tunji Ruwase, Snowflake
ML Fundamentals
DeepSpeed: Efficient Training Scalability for Deep Learning - Tunji Ruwase, Snowflake
PyTorch Advanced 6mo ago
Fault Tolerance Training at Pinterest - Chia-Wei Chen & Karthik Anantha Padmanabhan, Pinterest
ML Fundamentals ⚡ AI Lesson
Fault Tolerance Training at Pinterest - Chia-Wei Chen & Karthik Anantha Padmanabhan, Pinterest
PyTorch Advanced 6mo ago
How Moloco Achieved 10x Faster Training with Google Cloud's AI Infrastructure
ML Fundamentals
How Moloco Achieved 10x Faster Training with Google Cloud's AI Infrastructure
Google Cloud Advanced 6mo ago
AI & Cybersecurity: Dan Boneh Interviews Nicolas Carlini
ML Fundamentals
AI & Cybersecurity: Dan Boneh Interviews Nicolas Carlini
Stanford Online Advanced 6mo ago
Dataflow Computing for AI Inference [Kunle Olukotun] - 751
ML Fundamentals ⚡ AI Lesson
Dataflow Computing for AI Inference [Kunle Olukotun] - 751
TWIML AI Podcast Advanced 7mo ago
AWS EDGE Innovation Spotlight: DataDome | Amazon Web Services
ML Fundamentals
AWS EDGE Innovation Spotlight: DataDome | Amazon Web Services
Amazon Web Services Advanced 4mo ago
AWS EDGE Innovation Spotlight: Coralogix | Amazon Web Services
ML Fundamentals
AWS EDGE Innovation Spotlight: Coralogix | Amazon Web Services
Amazon Web Services Advanced 4mo ago
Depthwise Separable Convolutions - Explained!
ML Fundamentals ⚡ AI Lesson
Depthwise Separable Convolutions - Explained!
CodeEmporium Advanced 5mo ago
Mask R-CNN - Explained!
ML Fundamentals ⚡ AI Lesson
Mask R-CNN - Explained!
CodeEmporium Advanced 5mo ago
YOLO - Explained!
ML Fundamentals ⚡ AI Lesson
YOLO - Explained!
CodeEmporium Advanced 5mo ago
Throughput Is Not All You Need and more
ML Fundamentals ⚡ AI Lesson
Throughput Is Not All You Need and more
West Coast Machine Learning Advanced 6mo ago
Flywheel drives privacy-enhanced measurement using AMC on AWS Clean Rooms | Amazon Web Services
ML Fundamentals
Flywheel drives privacy-enhanced measurement using AMC on AWS Clean Rooms | Amazon Web Services
Amazon Web Services Advanced 6mo ago
Pacvue optimizes e-commerce data insights using AMC on AWS Clean Rooms | Amazon Web Services
ML Fundamentals ⚡ AI Lesson
Pacvue optimizes e-commerce data insights using AMC on AWS Clean Rooms | Amazon Web Services
Amazon Web Services Advanced 6mo ago
Faster R-CNN - Explained!
ML Fundamentals ⚡ AI Lesson
Faster R-CNN - Explained!
CodeEmporium Advanced 6mo ago
Efficient Memory Management for LLM serving
ML Fundamentals
Efficient Memory Management for LLM serving
West Coast Machine Learning Advanced 6mo ago
Transforming Airline Tech With AI Innovation | Amazon Web Services
ML Fundamentals ⚡ AI Lesson
Transforming Airline Tech With AI Innovation | Amazon Web Services
Amazon Web Services Advanced 6mo ago
Transforming Airline Tech With AI Innovation | Amazon Web Services
ML Fundamentals ⚡ AI Lesson
Transforming Airline Tech With AI Innovation | Amazon Web Services
Amazon Web Services Advanced 6mo ago
Fast R-CNN - Explained!
ML Fundamentals ⚡ AI Lesson
Fast R-CNN - Explained!
CodeEmporium Advanced 6mo ago
Pinterest fuels ad monetization with privacy-enhanced ML in AWS Clean Rooms | Amazon Web Services
ML Fundamentals ⚡ AI Lesson
Pinterest fuels ad monetization with privacy-enhanced ML in AWS Clean Rooms | Amazon Web Services
Amazon Web Services Advanced 7mo ago
Class 28 Video: Feature Extraction and Machine Learning (II)
ML Fundamentals ⚡ AI Lesson
Class 28 Video: Feature Extraction and Machine Learning (II)
MIT OpenCourseWare Advanced 7mo ago
Mimecast’s AI solution helps mitigate human risk with AWS | Amazon Web Services
ML Fundamentals ⚡ AI Lesson
Mimecast’s AI solution helps mitigate human risk with AWS | Amazon Web Services
Amazon Web Services Advanced 7mo ago
VGGNet  - Explained!
ML Fundamentals ⚡ AI Lesson
VGGNet - Explained!
CodeEmporium Advanced 7mo ago
Text Classification: Handling 1000+ Classes with Generative AI | Amazon Web Services
ML Fundamentals
Text Classification: Handling 1000+ Classes with Generative AI | Amazon Web Services
Amazon Web Services Advanced 7mo ago
Inception Net - Explained! (with code)
ML Fundamentals ⚡ AI Lesson
Inception Net - Explained! (with code)
CodeEmporium Advanced 7mo ago
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