Foundations

ML Fundamentals

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

12,184
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
Getting Started with NGC Part 2: NGC CLI Container Download
ML Fundamentals
Getting Started with NGC Part 2: NGC CLI Container Download
NVIDIA Developer Beginner 3y ago
Getting Started with NGC Part 3: NGC Model Download Workflow
ML Fundamentals โšก AI Lesson
Getting Started with NGC Part 3: NGC Model Download Workflow
NVIDIA Developer Beginner 3y ago
Time to ramp up your resume ๐Ÿ“
ML Fundamentals
Time to ramp up your resume ๐Ÿ“
Coursera Beginner 3y ago
MLBros #1: Exploring LLMs, SAM, SEEM, TrackAnything & DINOv2
ML Fundamentals โšก AI Lesson
MLBros #1: Exploring LLMs, SAM, SEEM, TrackAnything & DINOv2
Aladdin Persson Beginner 3y ago
Learning about PyTorch Lightning on stream
ML Fundamentals
Learning about PyTorch Lightning on stream
Aladdin Persson Beginner 3y ago
Late Night Talks- Live Q&A- Lets See Who Are Awake
ML Fundamentals
Late Night Talks- Live Q&A- Lets See Who Are Awake
Krish Naik Beginner 3y ago
How Netflix uses Machine Learning? | ML Use Cases | How Does Netflix Work?
ML Fundamentals
How Netflix uses Machine Learning? | ML Use Cases | How Does Netflix Work?
Analytics Vidhya Beginner 3y ago
Learn Black history from Black instructors.
ML Fundamentals
Learn Black history from Black instructors.
Coursera Beginner 3y ago
Model training with MediaPipe Model Maker - ML on Android with MediaPipe Series
ML Fundamentals
Model training with MediaPipe Model Maker - ML on Android with MediaPipe Series
Google for Developers Beginner 3y ago
AI Learns to Walk (deep reinforcement learning)
ML Fundamentals
AI Learns to Walk (deep reinforcement learning)
AI Warehouse Beginner 3y ago
10 Math Concepts for Programmers
ML Fundamentals
10 Math Concepts for Programmers
Fireship Beginner 3y ago
Generating Labeled Data through Weak Supervision | DataHour by Bharath Kumar (Salesforce)
ML Fundamentals
Generating Labeled Data through Weak Supervision | DataHour by Bharath Kumar (Salesforce)
Analytics Vidhya Beginner 3y ago
Building an inclusive community in the field of Machine Learning
ML Fundamentals โšก AI Lesson
Building an inclusive community in the field of Machine Learning
TensorFlow Beginner 3y ago
The Truth About Machine Learning and AI Revealed
ML Fundamentals
The Truth About Machine Learning and AI Revealed
Tech With Tim Beginner 3y ago
Introduction - ML on Android with MediaPipe Series
ML Fundamentals
Introduction - ML on Android with MediaPipe Series
Google for Developers Beginner 3y ago
Cleaning Data in Python
ML Fundamentals โšก AI Lesson
Cleaning Data in Python
DataCamp Beginner 3y ago
How Machine Learning is Transforming the Video Games Industry | AI 101
ML Fundamentals
How Machine Learning is Transforming the Video Games Industry | AI 101
AI and Games Beginner 3y ago
I Beat the Market Using LSTM to Trade $1000 of Stocks ... kind of
ML Fundamentals
I Beat the Market Using LSTM to Trade $1000 of Stocks ... kind of
ritvikmath Beginner 3y ago
CI/CD Course Intro with Hamel Husain
ML Fundamentals
CI/CD Course Intro with Hamel Husain
Weights & Biases Beginner 3y ago
Gradient Descent From Scratch in Python - Visual Explanation
ML Fundamentals โšก AI Lesson
Gradient Descent From Scratch in Python - Visual Explanation
NeuralNine Beginner 3y ago
Music Industry on life support right now
ML Fundamentals
Music Industry on life support right now
Fireship Beginner 3y ago
No Black Box Machine Learning Course โ€“ Learn Without Libraries
ML Fundamentals โšก AI Lesson
No Black Box Machine Learning Course โ€“ Learn Without Libraries
freeCodeCamp.org Beginner 3y ago
AI Art Course - Google Colab & Google Drive Setup - Automatic1111 & Stable Diffusion
ML Fundamentals โšก AI Lesson
AI Art Course - Google Colab & Google Drive Setup - Automatic1111 & Stable Diffusion
deeplizard Beginner 3y ago
Anomaly detection in time series with Python | Data Science with Marco
ML Fundamentals โšก AI Lesson
Anomaly detection in time series with Python | Data Science with Marco
Data Science With Marco Beginner 3y ago
Transform old photos into Vibrant Memories with Deoldify AI: Build a Streamlit App
ML Fundamentals โšก AI Lesson
Transform old photos into Vibrant Memories with Deoldify AI: Build a Streamlit App
AI Anytime Beginner 3y ago
Full-Stack Machine Learning with Metaflow on CoRise
ML Fundamentals โšก AI Lesson
Full-Stack Machine Learning with Metaflow on CoRise
Outerbounds Beginner 3y ago
Stanford CS330 Deep Multi-Task & Meta Learning - Frontiers and Open Challenges I 2022 I Lecture 16
ML Fundamentals
Stanford CS330 Deep Multi-Task & Meta Learning - Frontiers and Open Challenges I 2022 I Lecture 16
Stanford Online Beginner 3y ago
๐Ÿค— AutoTrain: Train state-of-the-art image classification models (no code)
ML Fundamentals
๐Ÿค— AutoTrain: Train state-of-the-art image classification models (no code)
Abhishek Thakur Beginner 3y ago
Tutorial 12- Step By Step Production Grade Machine Learning Projects Deployment Azure Web App MLOPS
ML Fundamentals
Tutorial 12- Step By Step Production Grade Machine Learning Projects Deployment Azure Web App MLOPS
Krish Naik Beginner 3y ago
Getting Started with Graphs: A Beginner's Guide (Part 1 of GNN Series)
ML Fundamentals โšก AI Lesson
Getting Started with Graphs: A Beginner's Guide (Part 1 of GNN Series)
AI Anytime Beginner 3y ago
Stanford CS330 Deep Multi-Task & Meta Learning - Domain Generalization l 2022 I Lecture 14
ML Fundamentals
Stanford CS330 Deep Multi-Task & Meta Learning - Domain Generalization l 2022 I Lecture 14
Stanford Online Beginner 3y ago
Web Development or App Development: Which Should You Learn?
ML Fundamentals
Web Development or App Development: Which Should You Learn?
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 3y ago
Stable Diffusion Inpainting with Segment Anything Model (SAM)
ML Fundamentals โšก AI Lesson
Stable Diffusion Inpainting with Segment Anything Model (SAM)
Abhishek Thakur Beginner 3y ago
The Machine Learning School program
ML Fundamentals
The Machine Learning School program
Underfitted Beginner 3y ago
FREE course from MOMA! ๐Ÿšจ
ML Fundamentals
FREE course from MOMA! ๐Ÿšจ
Coursera Beginner 3y ago
Nicolai Nielsen: Mastering Computer Vision, Career Paths & Content Creation | The Real AI Podcast #3
ML Fundamentals
Nicolai Nielsen: Mastering Computer Vision, Career Paths & Content Creation | The Real AI Podcast #3
Aladdin Persson Beginner 3y ago
Graphic design careers are ๐Ÿ”ฅ
ML Fundamentals
Graphic design careers are ๐Ÿ”ฅ
Coursera Beginner 3y ago
If youโ€™re looking for careers with flexible hours and work schedules
ML Fundamentals
If youโ€™re looking for careers with flexible hours and work schedules
Coursera Beginner 3y ago
AI Enthusiasts Unite - DataHack Summit 2023 is Here! #shorts
ML Fundamentals
AI Enthusiasts Unite - DataHack Summit 2023 is Here! #shorts
Analytics Vidhya Beginner 3y ago
What is AI, ML, and Deep Learning?
ML Fundamentals
What is AI, ML, and Deep Learning?
Google for Developers Beginner 3y ago
An in-demand career with no prior experience required? Sign me up ๐Ÿ™‹๐Ÿปโ€โ™€๏ธ
ML Fundamentals
An in-demand career with no prior experience required? Sign me up ๐Ÿ™‹๐Ÿปโ€โ™€๏ธ
Coursera Beginner 3y ago
If youโ€™re thinking about a career change, youโ€™ve come to the right place. ๐Ÿ’™
ML Fundamentals
If youโ€™re thinking about a career change, youโ€™ve come to the right place. ๐Ÿ’™
Coursera Beginner 3y ago
Gain confidence
ML Fundamentals
Gain confidence
Coursera Beginner 3y ago
Starting with small, achievable steps can set you up for success! ๐Ÿ“š
ML Fundamentals
Starting with small, achievable steps can set you up for success! ๐Ÿ“š
Coursera Beginner 3y ago
PyTorch Lightning #10 - Multi GPU Training
ML Fundamentals
PyTorch Lightning #10 - Multi GPU Training
Aladdin Persson Beginner 3y ago
If youโ€™re thinking about a career change, youโ€™ve come to the right place. ๐Ÿ’™
ML Fundamentals
If youโ€™re thinking about a career change, youโ€™ve come to the right place. ๐Ÿ’™
Coursera Beginner 3y ago
Stanford CS330 Deep Multi-Task & Meta Learning - Bayesian Meta-Learning l 2022 I Lecture 12
ML Fundamentals
Stanford CS330 Deep Multi-Task & Meta Learning - Bayesian Meta-Learning l 2022 I Lecture 12
Stanford Online Beginner 3y ago
Stanford CS330 I Variational Inference and Generative Models l 2022 I Lecture 11
ML Fundamentals
Stanford CS330 I Variational Inference and Generative Models l 2022 I Lecture 11
Stanford Online Beginner 3y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Introduction to AI: Key Concepts and Applications
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to AI: Key Concepts and Applications
Opens on Coursera โ†—
Machine Learning โ€“ Modern Computer Vision & Generative AI
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning โ€“ Modern Computer Vision & Generative AI
Opens on Coursera โ†—
Machine Learning with Implementation in Java
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning with Implementation in Java
Opens on Coursera โ†—
DoฤŸrusal Cebir II: Kare Matrisler, Hesaplama Yรถntemleri ve Uygulamalar / Linear Algebra II: Square Matrices, Calculation Methods and Applications
๐Ÿ“š Coursera Course โ†—
Self-paced
DoฤŸrusal Cebir II: Kare Matrisler, Hesaplama Yรถntemleri ve Uygulamalar / Linear Algebra II: Square Matrices, Calculation Methods and Applications
Opens on Coursera โ†—
Introduction to Python for Researchers
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to Python for Researchers
Opens on Coursera โ†—
Introduction to High-Performance and Parallel Computing
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to High-Performance and Parallel Computing
Opens on Coursera โ†—