Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

689
lessons
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 5mo ago
Inception Net - Explained! (with code)
ML Fundamentals
Inception Net - Explained! (with code)
CodeEmporium Advanced 6mo ago
Stanford Webinar - From Pixels to Human Impact: Unlocking Real-World Value with Computer Vision
ML Fundamentals
Stanford Webinar - From Pixels to Human Impact: Unlocking Real-World Value with Computer Vision
Stanford Online Advanced 6mo ago
Pointwise Convolutions - EXPLAINED (with code)
ML Fundamentals
Pointwise Convolutions - EXPLAINED (with code)
CodeEmporium Advanced 6mo ago
Future Climate Innovators Summer School
ML Fundamentals
Future Climate Innovators Summer School
Saïd Business School, University of Oxford Advanced 6mo ago
Will AI Replace Your Job? Here’s the Truth #FutureOfWork  #AIJobs #Workplace #Automation #AIFuture
ML Fundamentals
Will AI Replace Your Job? Here’s the Truth #FutureOfWork #AIJobs #Workplace #Automation #AIFuture
Data Science Dojo Advanced 6mo ago
How you can SAVE A LOT OF TIME with Pre-trained models
ML Fundamentals
How you can SAVE A LOT OF TIME with Pre-trained models
DataCamp Advanced 6mo ago
Why synthetic data isn’t enough
ML Fundamentals
Why synthetic data isn’t enough
Weights & Biases Advanced 6mo ago
Machine Learning models are HERE TO STAY
ML Fundamentals
Machine Learning models are HERE TO STAY
DataCamp Advanced 6mo ago
Eco-aware GNN Recommenders
ML Fundamentals
Eco-aware GNN Recommenders
Data Skeptic Advanced 7mo ago
Broadridge Forecasts the Future of Asset Management with AWS | Amazon Web Services
ML Fundamentals
Broadridge Forecasts the Future of Asset Management with AWS | Amazon Web Services
Amazon Web Services Advanced 7mo ago
NIMCET 2026 Preparation | NIMCET PYQ | NIMCET Free PYQ Series | NIMCET Big Announcement
ML Fundamentals
NIMCET 2026 Preparation | NIMCET PYQ | NIMCET Free PYQ Series | NIMCET Big Announcement
GeeksforGeeks Advanced 7mo ago
Tom Jacobs   Weight Decay Controls Implicit Regularization  Insights on Generalization and Sparsity
ML Fundamentals
Tom Jacobs Weight Decay Controls Implicit Regularization Insights on Generalization and Sparsity
Cohere Advanced 7mo ago
Mufan Li - Introduction to Neural Network Scaling Limits
ML Fundamentals
Mufan Li - Introduction to Neural Network Scaling Limits
Cohere Advanced 7mo ago
The Tech Job Market Divide: WTF is Happening?
ML Fundamentals
The Tech Job Market Divide: WTF is Happening?
Jean Lee Advanced 8mo ago
Reinforcement learning with Unitree G1 humanoid - Dev w/ G1 P.5
ML Fundamentals
Reinforcement learning with Unitree G1 humanoid - Dev w/ G1 P.5
Sentdex Advanced 8mo ago
Structuring a modern AI team — Denys Linkov, Wisedocs
ML Fundamentals
Structuring a modern AI team — Denys Linkov, Wisedocs
AI Engineer Advanced 8mo ago
Akiko Funaki | Advanced Management Leadership Programme
ML Fundamentals
Akiko Funaki | Advanced Management Leadership Programme
Saïd Business School, University of Oxford Advanced 8mo ago
Lecture 5: Sums
ML Fundamentals
Lecture 5: Sums
MIT OpenCourseWare Advanced 8mo ago
2 Game-Changing Tips for Virtual Presentations That Actually Work (Part 1/4)
ML Fundamentals
2 Game-Changing Tips for Virtual Presentations That Actually Work (Part 1/4)
Coursera Advanced 8mo ago
Sponsored by: SAP | SAP and Databricks Open a Bold New Era of Data and AI​
ML Fundamentals
Sponsored by: SAP | SAP and Databricks Open a Bold New Era of Data and AI​
Databricks Advanced 9mo ago
Databricks as the Backbone of MLOps: From Orchestration to Inference
ML Fundamentals
Databricks as the Backbone of MLOps: From Orchestration to Inference
Databricks Advanced 9mo ago
Stanford AA222 I Engineering Design Optimization | Spring 2025 | Disciplined Convex Programming
ML Fundamentals
Stanford AA222 I Engineering Design Optimization | Spring 2025 | Disciplined Convex Programming
Stanford Online Advanced 9mo ago
no distributed training
ML Fundamentals
no distributed training
MLOps.community Advanced 9mo ago
The State of AI Powered Search and Retrieval — Frank Liu, MongoDB (prev Voyage AI)
ML Fundamentals
The State of AI Powered Search and Retrieval — Frank Liu, MongoDB (prev Voyage AI)
AI Engineer Advanced 9mo ago
Deconvolution - what do networks learn? (visualization + code)
ML Fundamentals
Deconvolution - what do networks learn? (visualization + code)
CodeEmporium Advanced 6mo ago
The AI REVOLUTION has TAKEN US by STORM
ML Fundamentals
The AI REVOLUTION has TAKEN US by STORM
DataCamp Advanced 6mo ago
The SURPRISING POWER of PRIVATE DATA Revealed
ML Fundamentals
The SURPRISING POWER of PRIVATE DATA Revealed
DataCamp Advanced 6mo ago
R-CNN - Explained!
ML Fundamentals
R-CNN - Explained!
CodeEmporium Advanced 7mo ago
Region Proposals - Explained!
ML Fundamentals
Region Proposals - Explained!
CodeEmporium Advanced 7mo ago
Image segmentation - Explained!
ML Fundamentals
Image segmentation - Explained!
CodeEmporium Advanced 7mo ago
How was object detection done before neural networks?
ML Fundamentals
How was object detection done before neural networks?
CodeEmporium Advanced 7mo ago
Why neural networks are so deep? (AlexNet - Explained)
ML Fundamentals
Why neural networks are so deep? (AlexNet - Explained)
CodeEmporium Advanced 7mo ago
Visualizing convolution networks
ML Fundamentals
Visualizing convolution networks
CodeEmporium Advanced 8mo ago
#313 Better Predictive Models with Graph Transformers | Jure Leskovec, Professor at Stanford
ML Fundamentals
#313 Better Predictive Models with Graph Transformers | Jure Leskovec, Professor at Stanford
DataCamp Advanced 8mo ago
Why convolution networks work so well (on images)
ML Fundamentals
Why convolution networks work so well (on images)
CodeEmporium Advanced 8mo ago
How Natera scales genomics with Amazon SageMaker Catalog | Amazon Web Services
ML Fundamentals
How Natera scales genomics with Amazon SageMaker Catalog | Amazon Web Services
Amazon Web Services Advanced 8mo ago
Configure & use Amazon FSx for Lustre with Amazon EKS Pods | Amazon Web Services
ML Fundamentals
Configure & use Amazon FSx for Lustre with Amazon EKS Pods | Amazon Web Services
Amazon Web Services Advanced 8mo ago
Convolution Network back propagation by hand | the math you should know!
ML Fundamentals
Convolution Network back propagation by hand | the math you should know!
CodeEmporium Advanced 8mo ago
Arthur Douillard - Distributed Training in Machine Learning
ML Fundamentals
Arthur Douillard - Distributed Training in Machine Learning
Cohere Advanced 8mo ago
Revolutionizing Neural Network Training: Tony S.F. Explains Optimization with LMO
ML Fundamentals
Revolutionizing Neural Network Training: Tony S.F. Explains Optimization with LMO
Cohere Advanced 9mo ago
TAO and Reinforcement Learning: Building AI With the Data You Have
ML Fundamentals
TAO and Reinforcement Learning: Building AI With the Data You Have
Databricks Advanced 9mo ago
Future-Ready Data at Scale: How Shutterfly Modernized for GenAI-Driven Personalization
ML Fundamentals
Future-Ready Data at Scale: How Shutterfly Modernized for GenAI-Driven Personalization
Databricks Advanced 9mo ago
Webinar: Alumni in Action: Oxford Insights and Sustainability Leadership
ML Fundamentals
Webinar: Alumni in Action: Oxford Insights and Sustainability Leadership
Saïd Business School, University of Oxford Advanced 9mo ago
Tony Silveti Falls - Training neural networks at any scale
ML Fundamentals
Tony Silveti Falls - Training neural networks at any scale
Cohere Advanced 9mo ago
Back propagation by hand | the math you should know
ML Fundamentals
Back propagation by hand | the math you should know
CodeEmporium Advanced 9mo ago
Andrej Jovanovic -Communication efficient training for foundation models through federated learning
ML Fundamentals
Andrej Jovanovic -Communication efficient training for foundation models through federated learning
Cohere Advanced 9mo ago
How AWS machine learning supports Scuderia Ferrari HP pit stops | Amazon Web Services
ML Fundamentals
How AWS machine learning supports Scuderia Ferrari HP pit stops | Amazon Web Services
Amazon Web Services Advanced 9mo ago
📚 Coursera Courses Opens on Coursera · Free to audit
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Practical Machine Learning without Coding
📚 Coursera Course ↗
Self-paced
Practical Machine Learning without Coding
Opens on Coursera ↗
Recommender Systems: An Applied Approach using Deep Learning
📚 Coursera Course ↗
Self-paced
Recommender Systems: An Applied Approach using Deep Learning
Opens on Coursera ↗
Introduction to Thermodynamics: Transferring Energy from Here to There
📚 Coursera Course ↗
Self-paced
Introduction to Thermodynamics: Transferring Energy from Here to There
Opens on Coursera ↗
Medical Image Processing
📚 Coursera Course ↗
Self-paced
Medical Image Processing
Opens on Coursera ↗
Machine Learning: Clustering & Retrieval
📚 Coursera Course ↗
Self-paced
Machine Learning: Clustering & Retrieval
Opens on Coursera ↗
Mathematics for Machine Learning: PCA
📚 Coursera Course ↗
Self-paced
Mathematics for Machine Learning: PCA
Opens on Coursera ↗