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
The AI REVOLUTION has TAKEN US by STORM
ML Fundamentals ⚡ AI Lesson
The AI REVOLUTION has TAKEN US by STORM
DataCamp Advanced 7mo ago
The SURPRISING POWER of PRIVATE DATA Revealed
ML Fundamentals ⚡ AI Lesson
The SURPRISING POWER of PRIVATE DATA Revealed
DataCamp Advanced 7mo ago
R-CNN - Explained!
ML Fundamentals ⚡ AI Lesson
R-CNN - Explained!
CodeEmporium Advanced 7mo ago
Region Proposals - Explained!
ML Fundamentals ⚡ AI Lesson
Region Proposals - Explained!
CodeEmporium Advanced 7mo ago
Eco-aware GNN Recommenders
ML Fundamentals ⚡ AI Lesson
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 8mo ago
Tom Jacobs   Weight Decay Controls Implicit Regularization  Insights on Generalization and Sparsity
ML Fundamentals ⚡ AI Lesson
Tom Jacobs Weight Decay Controls Implicit Regularization Insights on Generalization and Sparsity
Cohere Advanced 8mo ago
Mufan Li - Introduction to Neural Network Scaling Limits
ML Fundamentals ⚡ AI Lesson
Mufan Li - Introduction to Neural Network Scaling Limits
Cohere Advanced 8mo 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 ⚡ AI Lesson
Reinforcement learning with Unitree G1 humanoid - Dev w/ G1 P.5
Sentdex 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
Structuring a modern AI team — Denys Linkov, Wisedocs
ML Fundamentals ⚡ AI Lesson
Structuring a modern AI team — Denys Linkov, Wisedocs
AI Engineer Advanced 8mo ago
Lecture 5: Sums
ML Fundamentals
Lecture 5: Sums
MIT OpenCourseWare Advanced 9mo ago
Sponsored by: SAP | SAP and Databricks Open a Bold New Era of Data and AI​
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
Databricks as the Backbone of MLOps: From Orchestration to Inference
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
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
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
Training models with only 4 bits | Fully-Quantized Training
ML Fundamentals
Training models with only 4 bits | Fully-Quantized Training
Julia Turc Advanced 10mo ago
Deep learning for DFT
ML Fundamentals
Deep learning for DFT
Microsoft Research Advanced 10mo ago
Grokking, Generalization Collapse, and Dynamics of Training Deep Neural Nets [Charles Martin] - 734
ML Fundamentals ⚡ AI Lesson
Grokking, Generalization Collapse, and Dynamics of Training Deep Neural Nets [Charles Martin] - 734
The TWIML AI Podcast with Sam Charrington Advanced 10mo ago
Abstracts: March 21, 2024
ML Fundamentals ⚡ AI Lesson
Abstracts: March 21, 2024
Microsoft Research Advanced 10mo ago
Tricks to Fine Tuning // Prithviraj Ammanabrolu // MLOps Podcast #318
ML Fundamentals
Tricks to Fine Tuning // Prithviraj Ammanabrolu // MLOps Podcast #318
MLOps.community Advanced 10mo ago
Unitree G1 LiDAR, SLAM, navigation and control. Dev w/ G1 Humanoid P.2
ML Fundamentals ⚡ AI Lesson
Unitree G1 LiDAR, SLAM, navigation and control. Dev w/ G1 Humanoid P.2
Sentdex Advanced 11mo ago
Image segmentation - Explained!
ML Fundamentals ⚡ AI Lesson
Image segmentation - Explained!
CodeEmporium Advanced 7mo ago
How was object detection done before neural networks?
ML Fundamentals ⚡ AI Lesson
How was object detection done before neural networks?
CodeEmporium Advanced 8mo ago
Why neural networks are so deep? (AlexNet - Explained)
ML Fundamentals ⚡ AI Lesson
Why neural networks are so deep? (AlexNet - Explained)
CodeEmporium Advanced 8mo ago
Visualizing convolution networks
ML Fundamentals ⚡ AI Lesson
Visualizing convolution networks
CodeEmporium Advanced 8mo ago
#313 Better Predictive Models with Graph Transformers | Jure Leskovec, Professor at Stanford
ML Fundamentals ⚡ AI Lesson
#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 ⚡ AI Lesson
Why convolution networks work so well (on images)
CodeEmporium 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 9mo ago
Convolution Network back propagation by hand | the math you should know!
ML Fundamentals ⚡ AI Lesson
Convolution Network back propagation by hand | the math you should know!
CodeEmporium Advanced 9mo ago
Arthur Douillard - Distributed Training in Machine Learning
ML Fundamentals ⚡ AI Lesson
Arthur Douillard - Distributed Training in Machine Learning
Cohere Advanced 9mo ago
Revolutionizing Neural Network Training: Tony S.F. Explains Optimization with LMO
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
Future-Ready Data at Scale: How Shutterfly Modernized for GenAI-Driven Personalization
Databricks 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 ⚡ AI Lesson
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 10mo 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 10mo ago
Where did convolution networks come from?
ML Fundamentals ⚡ AI Lesson
Where did convolution networks come from?
CodeEmporium Advanced 10mo ago
Primary Visual Cortex: How brain processes what we see
ML Fundamentals ⚡ AI Lesson
Primary Visual Cortex: How brain processes what we see
CodeEmporium Advanced 11mo ago
Jeremy Bernstein - Depths of First Order Optimization
ML Fundamentals
Jeremy Bernstein - Depths of First Order Optimization
Cohere Advanced 11mo ago
Receptive Fields - Explained
ML Fundamentals ⚡ AI Lesson
Receptive Fields - Explained
CodeEmporium Advanced 11mo ago
A Fever Dream of Machine Learning Framework Composability
ML Fundamentals ⚡ AI Lesson
A Fever Dream of Machine Learning Framework Composability
Microsoft Research Advanced 11mo ago
Unboxing the Unitree G1 Edu Humanoid
ML Fundamentals ⚡ AI Lesson
Unboxing the Unitree G1 Edu Humanoid
Sentdex Advanced 11mo ago
Visual Pathway - Explained
ML Fundamentals ⚡ AI Lesson
Visual Pathway - Explained
CodeEmporium Advanced 12mo ago
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Fraud Detection on Financial Transactions with Machine Learning on Google Cloud
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Fraud Detection on Financial Transactions with Machine Learning on Google Cloud
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Cloud Machine Learning Engineering and MLOps
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Cloud Machine Learning Engineering and MLOps
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GenAI for Compensation Analysis in Law Firms
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GenAI for Compensation Analysis in Law Firms
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Modeling in AWS
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Modeling in AWS
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Differential Equations Part I Basic Theory
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Differential Equations Part I Basic Theory
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Applied Social Network Analysis in Python
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Applied Social Network Analysis in Python
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