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314 lessons

📐 ML Fundamentals

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

All ▶ YouTube 176,357📚 Coursera 16,136
Performance Optimization and Software/Hardware Co-design across PyTorch, CUDA, and NVIDIA GPUs
ML Fundamentals
Performance Optimization and Software/Hardware Co-design across PyTorch, CUDA, and NVIDIA GPUs
MLOps.community Advanced 3w ago
Choosing the Right Model is Hard. Maintaining Accuracy is Harder.
ML Fundamentals
Choosing the Right Model is Hard. Maintaining Accuracy is Harder.
MLOps.community Intermediate 3w ago
MCP Dev Summit [Day 2] ft AWS, Docker, & Datadog
ML Fundamentals
MCP Dev Summit [Day 2] ft AWS, Docker, & Datadog
MLOps.community Intermediate 3w ago
Iceberg is harder than you think
ML Fundamentals
Iceberg is harder than you think
MLOps.community Intermediate 3mo ago
Is there still a role for a feature store
ML Fundamentals
Is there still a role for a feature store
MLOps.community Intermediate 3mo ago
What's GraphQL
ML Fundamentals
What's GraphQL
MLOps.community Intermediate 3mo ago
AI in Coding  Proven Success and Impact
ML Fundamentals
AI in Coding Proven Success and Impact
MLOps.community Intermediate 4mo ago
The Ever Evolving Battle Against Fraud in Data Science
ML Fundamentals
The Ever Evolving Battle Against Fraud in Data Science
MLOps.community Intermediate 4mo ago
Data Teams Don’t Need Sides, They Need Support
ML Fundamentals
Data Teams Don’t Need Sides, They Need Support
MLOps.community Intermediate 4mo ago
Fine-Tuning is Broken // Tanmay Chopra // AI in Production 2025
ML Fundamentals
Fine-Tuning is Broken // Tanmay Chopra // AI in Production 2025
MLOps.community Intermediate 5mo ago
AI Governance at Breaking Point
ML Fundamentals
AI Governance at Breaking Point
MLOps.community Beginner 6mo ago
Developer Productivity
ML Fundamentals
Developer Productivity
MLOps.community Intermediate 7mo ago
Questions on Stack Overflow These Days
ML Fundamentals
Questions on Stack Overflow These Days
MLOps.community Intermediate 7mo ago
AI Productivity Gains
ML Fundamentals
AI Productivity Gains
MLOps.community Intermediate 8mo ago
langsmith or arize? or both?
ML Fundamentals
langsmith or arize? or both?
MLOps.community Intermediate 8mo ago
Sovereign AI Isn’t Asking Permission
ML Fundamentals
Sovereign AI Isn’t Asking Permission
MLOps.community Intermediate 8mo ago
Inside Uber's Advanced AI and Machine Learning Platform
ML Fundamentals
Inside Uber's Advanced AI and Machine Learning Platform
MLOps.community Beginner 9mo ago
Does your product require AI/ML
ML Fundamentals
Does your product require AI/ML
MLOps.community Intermediate 9mo ago
From Circuits to Street Smarts
ML Fundamentals
From Circuits to Street Smarts
MLOps.community Intermediate 9mo ago
3 to 1,000 Use Cases
ML Fundamentals
3 to 1,000 Use Cases
MLOps.community Beginner 9mo ago
#search ai use case at @Uber  #podcast #aiinpractice #mlops
ML Fundamentals
#search ai use case at @Uber #podcast #aiinpractice #mlops
MLOps.community Intermediate 9mo ago
Busting the Big AI Myths
ML Fundamentals
Busting the Big AI Myths
MLOps.community Beginner 9mo ago
#spark  is over engineering it
ML Fundamentals
#spark is over engineering it
MLOps.community Intermediate 9mo ago
unreliable #spark
ML Fundamentals
unreliable #spark
MLOps.community Intermediate 9mo ago
Tools Shouldn't Feel Like a Puzzle
ML Fundamentals
Tools Shouldn't Feel Like a Puzzle
MLOps.community Intermediate 9mo ago
Easy For Humans but Hard for AI
ML Fundamentals
Easy For Humans but Hard for AI
MLOps.community Beginner 9mo ago
Accuracy and the Right Amount of Fraud
ML Fundamentals
Accuracy and the Right Amount of Fraud
MLOps.community Beginner 9mo ago
MLOps Community Events are a Vibe
ML Fundamentals
MLOps Community Events are a Vibe
MLOps.community Intermediate 10mo ago
Packaging MLOps Tech Neatly for Engineers and Non-engineers // Jukka Remes // MLOps Podcast #322
ML Fundamentals
Packaging MLOps Tech Neatly for Engineers and Non-engineers // Jukka Remes // MLOps Podcast #322
MLOps.community Beginner 10mo ago
Office Hours on DuckDB - AWSGlue - Iceberg
ML Fundamentals
Office Hours on DuckDB - AWSGlue - Iceberg
MLOps.community Intermediate 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
Tracking elephants with AI!
ML Fundamentals
Tracking elephants with AI!
MLOps.community Intermediate 11mo ago
Blink and You'll Miss It: Tech's Next Big Leap
ML Fundamentals
Blink and You'll Miss It: Tech's Next Big Leap
MLOps.community Intermediate 11mo ago
Shocking Study: Physician Errors as a Leading Cause of Death
ML Fundamentals
Shocking Study: Physician Errors as a Leading Cause of Death
MLOps.community Beginner 12mo ago
Optimizing AI Infrastructure
ML Fundamentals
Optimizing AI Infrastructure
MLOps.community Intermediate 1y ago
What Does Effective Checkpointing Mean for Streaming Workloads?
ML Fundamentals
What Does Effective Checkpointing Mean for Streaming Workloads?
MLOps.community Advanced 1y ago
Creating an Inclusive AI Culture
ML Fundamentals
Creating an Inclusive AI Culture
MLOps.community Intermediate 1y ago
The Future of AI: Progressing for Humanity's Benefit
ML Fundamentals
The Future of AI: Progressing for Humanity's Benefit
MLOps.community Intermediate 1y ago
Highlight Reel of Eliot Durbin MLOps Podcast clip 2
ML Fundamentals
Highlight Reel of Eliot Durbin MLOps Podcast clip 2
MLOps.community Intermediate 1y ago
AI in Production 2025 | Keynote
ML Fundamentals
AI in Production 2025 | Keynote
MLOps.community Intermediate 1y ago
Cross-Cloud Management Made Easy
ML Fundamentals
Cross-Cloud Management Made Easy
MLOps.community Beginner 1y ago
Why Specialized MLOps Capabilities Are a Temporary Solution
ML Fundamentals
Why Specialized MLOps Capabilities Are a Temporary Solution
MLOps.community Intermediate 1y ago
Understanding Lab Dynamics and MLOps Challenges
ML Fundamentals
Understanding Lab Dynamics and MLOps Challenges
MLOps.community Beginner 1y ago
AI is Coming for Your Toaster
ML Fundamentals
AI is Coming for Your Toaster
MLOps.community Advanced 1y ago
Building an ML Platform from scratch
ML Fundamentals
Building an ML Platform from scratch
MLOps.community Intermediate 1y ago
Unlock Unreal Performance with Small Models!
ML Fundamentals
Unlock Unreal Performance with Small Models!
MLOps.community Advanced 1y ago
Mind Blowing Fact  More Docs Boosts Performance!
ML Fundamentals
Mind Blowing Fact More Docs Boosts Performance!
MLOps.community Advanced 1y ago
Avoiding the Premature Optimization Trap
ML Fundamentals
Avoiding the Premature Optimization Trap
MLOps.community Advanced 1y ago