Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

12,190
lessons
Skills in this topic
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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
Applications of Machine Learning #shorts #codebasics #data #machinelearning #datascientist
ML Fundamentals โšก AI Lesson
Applications of Machine Learning #shorts #codebasics #data #machinelearning #datascientist
codebasics Beginner 1y ago
Resizing Images for Neural Networks ๐Ÿ”„ - Uniform Shape Prep ๐Ÿ“ - Topic 215 #ai #ml
ML Fundamentals โšก AI Lesson
Resizing Images for Neural Networks ๐Ÿ”„ - Uniform Shape Prep ๐Ÿ“ - Topic 215 #ai #ml
deeplizard Beginner 1y ago
Writing Cover Letter for Data Science and Machine Learning Job Search | Interview Accelerator Course
ML Fundamentals
Writing Cover Letter for Data Science and Machine Learning Job Search | Interview Accelerator Course
Sahil Vohra Beginner 1y ago
The Perfect Resume for Data Science & Machine Learning Jobs - Part 2 | Interview Accelerator Course
ML Fundamentals
The Perfect Resume for Data Science & Machine Learning Jobs - Part 2 | Interview Accelerator Course
Sahil Vohra Intermediate 1y ago
Highlights from UBS CEO Sergio Ermotti speaking to MBA students and alumni.
ML Fundamentals
Highlights from UBS CEO Sergio Ermotti speaking to MBA students and alumni.
Saรฏd Business School, University of Oxford Intermediate 1y ago
PyTorch Conference 2024 Highlights
ML Fundamentals
PyTorch Conference 2024 Highlights
PyTorch Beginner 1y ago
Chronon: Airbnb's Open-Source Data Platform
ML Fundamentals
Chronon: Airbnb's Open-Source Data Platform
MLOps.community Beginner 1y ago
Data Engineering: The Missing Piece of Your Data Science Puzzle
ML Fundamentals โšก AI Lesson
Data Engineering: The Missing Piece of Your Data Science Puzzle
MLOps.community Beginner 1y ago
The Best Data Science Course In Market
ML Fundamentals
The Best Data Science Course In Market
Krish Naik Intermediate 1y ago
Course Teaser: Communicating with Confidence
ML Fundamentals โšก AI Lesson
Course Teaser: Communicating with Confidence
Stanford Online Beginner 1y ago
AWS Certified AI Practitioner (AIF-C01) โ€“ Full Course to PASS the Certification Exam
ML Fundamentals โšก AI Lesson
AWS Certified AI Practitioner (AIF-C01) โ€“ Full Course to PASS the Certification Exam
freeCodeCamp.org Beginner 1y ago
The Secret to Data Science Success๐Ÿ”ฅ๐Ÿ˜
ML Fundamentals
The Secret to Data Science Success๐Ÿ”ฅ๐Ÿ˜
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Webinar: How to make an impact in impact finance
ML Fundamentals
Webinar: How to make an impact in impact finance
Saรฏd Business School, University of Oxford Beginner 1y ago
4 Software Developer Roadmaps For 2024+
ML Fundamentals โšก AI Lesson
4 Software Developer Roadmaps For 2024+
Tech With Tim Beginner 1y ago
Harris vs. Trump : A Data Scientist's Prediction (1 Month To Go)
ML Fundamentals
Harris vs. Trump : A Data Scientist's Prediction (1 Month To Go)
ritvikmath Intermediate 1y ago
Formatting Image Data ๐Ÿ“ธ - Ensuring Uniformity ๐Ÿ”ฒ - Topic 214 #ai #ml
ML Fundamentals โšก AI Lesson
Formatting Image Data ๐Ÿ“ธ - Ensuring Uniformity ๐Ÿ”ฒ - Topic 214 #ai #ml
deeplizard Beginner 1y ago
How to Build a Career in Generative AI? #generativeai #careeringenerativeAI
ML Fundamentals โšก AI Lesson
How to Build a Career in Generative AI? #generativeai #careeringenerativeAI
Analytics Vidhya Intermediate 1y ago
How to tackle Career Gap? #shorts #codebasics #careergap #careerguidance
ML Fundamentals
How to tackle Career Gap? #shorts #codebasics #careergap #careerguidance
codebasics Beginner 1y ago
Deep Learning by Goodfellow Study Group - 8-10-2024
ML Fundamentals โšก AI Lesson
Deep Learning by Goodfellow Study Group - 8-10-2024
TWIML AI Podcast Beginner 1y ago
How AI Actually Works (For Beginners)
ML Fundamentals
How AI Actually Works (For Beginners)
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Managed Model Generation: Customized AI Solutions for Your Business | Macgence
ML Fundamentals โšก AI Lesson
Managed Model Generation: Customized AI Solutions for Your Business | Macgence
Macgence Beginner 1y ago
Lightning Talk: Markov Chains - potentially faster log analysis
ML Fundamentals โšก AI Lesson
Lightning Talk: Markov Chains - potentially faster log analysis
SANS Institute Beginner 1y ago
Neil Lawrence | The Atomic Human: What Makes Us Unique in the Age of AI | Talks at Google
ML Fundamentals
Neil Lawrence | The Atomic Human: What Makes Us Unique in the Age of AI | Talks at Google
Talks at Google Advanced 1y ago
Recommender Systems: Metrics, Trends, and Challenges | Machine Learning | Community Webinar
ML Fundamentals
Recommender Systems: Metrics, Trends, and Challenges | Machine Learning | Community Webinar
Data Science Dojo Intermediate 1y ago
@Asianometry & Dylan Patel โ€” How the semiconductor industry actually works
ML Fundamentals
@Asianometry & Dylan Patel โ€” How the semiconductor industry actually works
Dwarkesh Patel Beginner 1y ago
Course Overview: Communicating with Confidence
ML Fundamentals
Course Overview: Communicating with Confidence
Stanford Online Beginner 1y ago
West Virginia University: Discover the Master of Science in Software Engineering (MSSE)
ML Fundamentals
West Virginia University: Discover the Master of Science in Software Engineering (MSSE)
Coursera Intermediate 1y ago
Clemson University: Inside Look at the Master of Science in Computer Science (MSCS)
ML Fundamentals
Clemson University: Inside Look at the Master of Science in Computer Science (MSCS)
Coursera Beginner 1y ago
New Way Now: Wayfair is driving e-commerce AI innovation with Google Cloud and Snorkel
ML Fundamentals
New Way Now: Wayfair is driving e-commerce AI innovation with Google Cloud and Snorkel
Google Cloud Intermediate 1y ago
I tried another AI engineer. Here is what I found.
ML Fundamentals
I tried another AI engineer. Here is what I found.
Underfitted Beginner 1y ago
Lightning Talk: Mobile Computational Photography with PyTorch: Low-Light Denoising - Alexis Baudron
ML Fundamentals
Lightning Talk: Mobile Computational Photography with PyTorch: Low-Light Denoising - Alexis Baudron
PyTorch Advanced 1y ago
How Data Capture Transforms ML Observability
ML Fundamentals โšก AI Lesson
How Data Capture Transforms ML Observability
MLOps.community Intermediate 1y ago
Real-Time Event Processing for AI/ML with Numaflow // Sri Harsha Yayi // DE4AI
ML Fundamentals
Real-Time Event Processing for AI/ML with Numaflow // Sri Harsha Yayi // DE4AI
MLOps.community Intermediate 1y ago
The Evolution of Lyft's Feature Store // Devon Mittow // DE4AI
ML Fundamentals
The Evolution of Lyft's Feature Store // Devon Mittow // DE4AI
MLOps.community Beginner 1y ago
How To Cut Your Data Infrastructure Costs in Half
ML Fundamentals
How To Cut Your Data Infrastructure Costs in Half
MLOps.community Intermediate 1y ago
Turn Data Chaos into AI Strategy with Programmatic AI Data Development // Elena Boiarskaia // DE4AI
ML Fundamentals
Turn Data Chaos into AI Strategy with Programmatic AI Data Development // Elena Boiarskaia // DE4AI
MLOps.community Beginner 1y ago
Centralized or Decentralized ML Platform? // Jelmer Borst and Daniela Solis // MLOps Podcast #267
ML Fundamentals
Centralized or Decentralized ML Platform? // Jelmer Borst and Daniela Solis // MLOps Podcast #267
MLOps.community Intermediate 1y ago
SUPERVISED LEARNING | AI & ML FOR BEGINNERS | #ai #ml #artificialintelligence #machinelearning
ML Fundamentals
SUPERVISED LEARNING | AI & ML FOR BEGINNERS | #ai #ml #artificialintelligence #machinelearning
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
How AI is Changing the World Forever
ML Fundamentals
How AI is Changing the World Forever
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Introduction to Artificial Intelligence & Machine Learning |  AI & ML For Beginners
ML Fundamentals
Introduction to Artificial Intelligence & Machine Learning | AI & ML For Beginners
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Organizing Data for Networks Step #2 ๐Ÿ“‚ - ML Data Structuring ๐Ÿ—๏ธ - Topic 213 #ai #ml
ML Fundamentals โšก AI Lesson
Organizing Data for Networks Step #2 ๐Ÿ“‚ - ML Data Structuring ๐Ÿ—๏ธ - Topic 213 #ai #ml
deeplizard Beginner 1y ago
[TVM] Universally Deploy Large-language Models via ML Compilation - Tianqi Chen, CMU & OctoAI
ML Fundamentals
[TVM] Universally Deploy Large-language Models via ML Compilation - Tianqi Chen, CMU & OctoAI
PyTorch Beginner 1y ago
[TRITON] Maximizing Kernel Development Productivity Under Performance Constraints - Philip Tillet
ML Fundamentals
[TRITON] Maximizing Kernel Development Productivity Under Performance Constraints - Philip Tillet
PyTorch Advanced 1y ago
Building Scientific Computing Infrastructure Software with the PyTorch Ecosystem - Bharath Ramsundar
ML Fundamentals
Building Scientific Computing Infrastructure Software with the PyTorch Ecosystem - Bharath Ramsundar
PyTorch Intermediate 1y ago
Lightning Talk: In-Transit Machine Learning Using PyTorch on Frontier Exascale System- Vineeth Gutta
ML Fundamentals โšก AI Lesson
Lightning Talk: In-Transit Machine Learning Using PyTorch on Frontier Exascale System- Vineeth Gutta
PyTorch Intermediate 1y ago
Torch.Compile for Autograd, DDP and FSDP - Will Feng , Chien-Chin Huang & Simon Fan, Meta
ML Fundamentals
Torch.Compile for Autograd, DDP and FSDP - Will Feng , Chien-Chin Huang & Simon Fan, Meta
PyTorch Beginner 1y ago
Building PyTorch Computer Vision Algorithms for 100 Skin Shades - Emmanuel Acheampong, roboMUA
ML Fundamentals โšก AI Lesson
Building PyTorch Computer Vision Algorithms for 100 Skin Shades - Emmanuel Acheampong, roboMUA
PyTorch Intermediate 1y ago
Keynote: Ray: A Distributed Framework for Heterogeneous Computing - Ion Stoica, UC Berkeley
ML Fundamentals
Keynote: Ray: A Distributed Framework for Heterogeneous Computing - Ion Stoica, UC Berkeley
PyTorch Advanced 1y ago
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AI & Deep Learning Concepts and Applications
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Deep Learning Methods for Healthcare
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