Foundations

ML Fundamentals

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

11,115
lessons
Skills in this topic
View full skill map →
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
What is Self Supervised Learning?
ML Fundamentals ⚡ AI Lesson
What is Self Supervised Learning?
codebasics Beginner 4y ago
Saddle points vs. local minima in high dimensional spaces | ❓ #AICoffeeBreakQuiz #Shorts
ML Fundamentals ⚡ AI Lesson
Saddle points vs. local minima in high dimensional spaces | ❓ #AICoffeeBreakQuiz #Shorts
AI Coffee Break with Letitia Beginner 4y ago
Kaggle 30 Days of ML - Day 2 - Python Basics - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 2 - Python Basics - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Kaggle 30 Days of ML - Day 1 - Becoming Kaggle Contributor - Learn Python ML in 30 Days
ML Fundamentals
Kaggle 30 Days of ML - Day 1 - Becoming Kaggle Contributor - Learn Python ML in 30 Days
1littlecoder Beginner 4y ago
Deep & Cross Network (Building recommendation systems with TensorFlow)
ML Fundamentals ⚡ AI Lesson
Deep & Cross Network (Building recommendation systems with TensorFlow)
TensorFlow Intermediate 4y ago
Kaggle's 30 Days Of ML (Day-1): Getting Started With Kaggle
ML Fundamentals
Kaggle's 30 Days Of ML (Day-1): Getting Started With Kaggle
Abhishek Thakur Beginner 4y ago
Prune a decision tree to avoid overfitting
ML Fundamentals ⚡ AI Lesson
Prune a decision tree to avoid overfitting
Data School Beginner 4y ago
20+ Data Science Project Ideas From 5 Domains
ML Fundamentals
20+ Data Science Project Ideas From 5 Domains
Krish Naik Intermediate 4y ago
Analyzing Python Data Quickly with Mito
ML Fundamentals
Analyzing Python Data Quickly with Mito
Krish Naik Beginner 4y ago
Neural Networks from Scratch - P.9 Introducing Optimization and derivatives
ML Fundamentals
Neural Networks from Scratch - P.9 Introducing Optimization and derivatives
sentdex Beginner 4y ago
Shapley Values : Data Science Concepts
ML Fundamentals ⚡ AI Lesson
Shapley Values : Data Science Concepts
ritvikmath Beginner 4y ago
Predicting Urban Land Use
ML Fundamentals ⚡ AI Lesson
Predicting Urban Land Use
Data Skeptic Beginner 4y ago
Colorize Black & White Images in Python
ML Fundamentals ⚡ AI Lesson
Colorize Black & White Images in Python
NeuralNine Beginner 4y ago
W&B Study Group: fastai w/ Hugging Face 4/4
ML Fundamentals
W&B Study Group: fastai w/ Hugging Face 4/4
Weights & Biases Beginner 4y ago
Ishan Misra: Self-Supervised Deep Learning in Computer Vision | Lex Fridman Podcast #206
ML Fundamentals
Ishan Misra: Self-Supervised Deep Learning in Computer Vision | Lex Fridman Podcast #206
Lex Fridman Beginner 4y ago
How Kaggle Helped Him Become ML Engineer With Mechanical Engineer Degree
ML Fundamentals
How Kaggle Helped Him Become ML Engineer With Mechanical Engineer Degree
codebasics Beginner 4y ago
20. Asynchronous Distributed Algorithms: Shortest-Paths Spanning Trees
ML Fundamentals
20. Asynchronous Distributed Algorithms: Shortest-Paths Spanning Trees
MIT OpenCourseWare Beginner 4y ago
What if Data Science was a Building Block? (Dolphyn)
ML Fundamentals
What if Data Science was a Building Block? (Dolphyn)
Data Professor Beginner 4y ago
Reinforcement Learning Course: Intro to Advanced Actor Critic Methods
ML Fundamentals ⚡ AI Lesson
Reinforcement Learning Course: Intro to Advanced Actor Critic Methods
freeCodeCamp.org Beginner 4y ago
Reducing Downtime of Your Industrial Assets Using IoT and Machine Learning - AWS Virtual Workshop
ML Fundamentals ⚡ AI Lesson
Reducing Downtime of Your Industrial Assets Using IoT and Machine Learning - AWS Virtual Workshop
AWS Developers Intermediate 4y ago
Working With DataFrames In Pandas
ML Fundamentals
Working With DataFrames In Pandas
Real Python Beginner 4y ago
W&B Fastbook Reading Group — 8. Regression  (+ Kaggle's Cassava classification competition)
ML Fundamentals ⚡ AI Lesson
W&B Fastbook Reading Group — 8. Regression (+ Kaggle's Cassava classification competition)
Weights & Biases Beginner 4y ago
Federated learning: Basics and application to the mobile keyboard (ML Tech Talks)
ML Fundamentals ⚡ AI Lesson
Federated learning: Basics and application to the mobile keyboard (ML Tech Talks)
TensorFlow Beginner 4y ago
Visualize a decision tree two different ways
ML Fundamentals ⚡ AI Lesson
Visualize a decision tree two different ways
Data School Beginner 4y ago
PyTorch Community Voices | PyTorch Lightning | William Falcon & Thomas Chaton
ML Fundamentals
PyTorch Community Voices | PyTorch Lightning | William Falcon & Thomas Chaton
PyTorch Intermediate 4y ago
Modern Manufacturing Approaches to Improve Product Quality - AWS Virtual Workshop
ML Fundamentals ⚡ AI Lesson
Modern Manufacturing Approaches to Improve Product Quality - AWS Virtual Workshop
AWS Developers Intermediate 4y ago
Capture - Recapture : Data Science Concepts
ML Fundamentals
Capture - Recapture : Data Science Concepts
ritvikmath Intermediate 4y ago
Tour of Upcoming Features on the Hugging Face Model Hub// Julien Chaumond //MLOps Coffee Sessions#48
ML Fundamentals
Tour of Upcoming Features on the Hugging Face Model Hub// Julien Chaumond //MLOps Coffee Sessions#48
MLOps.community Beginner 4y ago
Opportunities for Skillful Weather Prediction
ML Fundamentals ⚡ AI Lesson
Opportunities for Skillful Weather Prediction
Data Skeptic Beginner 4y ago
#67 Operationalizing Machine Learning with MLOps (with Alessya Visnjic)
ML Fundamentals ⚡ AI Lesson
#67 Operationalizing Machine Learning with MLOps (with Alessya Visnjic)
DataCamp Beginner 4y ago
Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip
ML Fundamentals
Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip
MLOps.community Beginner 4y ago
Intuitive Intro To Generative Adversarial Networks - GAN Course Preview
ML Fundamentals ⚡ AI Lesson
Intuitive Intro To Generative Adversarial Networks - GAN Course Preview
deeplizard Beginner 4y ago
The Easiest way to create a README For Github
ML Fundamentals
The Easiest way to create a README For Github
Krish Naik Intermediate 4y ago
30+ Python Practice Problem Set For Data analyst And Data Scientist- Part 1
ML Fundamentals
30+ Python Practice Problem Set For Data analyst And Data Scientist- Part 1
Krish Naik Beginner 4y ago
Funny Bloopers And Behind The Scenes And Mistakes Part 2 | Data Science Videos😂😂😂😂
ML Fundamentals
Funny Bloopers And Behind The Scenes And Mistakes Part 2 | Data Science Videos😂😂😂😂
Krish Naik Intermediate 4y ago
Acer Predator Helios 300 With Nvidia RTX 3060  Deep learning Benchmarking, Get The Speed You Want😎🎉😎
ML Fundamentals
Acer Predator Helios 300 With Nvidia RTX 3060 Deep learning Benchmarking, Get The Speed You Want😎🎉😎
Krish Naik Beginner 4y ago
12 days Plan To Learn Python For Data Analyst And Data Science
ML Fundamentals
12 days Plan To Learn Python For Data Analyst And Data Science
Krish Naik Beginner 4y ago
Many Reasons Why I Like VS Code IDE- Data Science
ML Fundamentals
Many Reasons Why I Like VS Code IDE- Data Science
Krish Naik Intermediate 4y ago
Data Structures And Algorithms Playlist For You All- Ft- iNeuron
ML Fundamentals
Data Structures And Algorithms Playlist For You All- Ft- iNeuron
Krish Naik Intermediate 4y ago
Xavier Amatriain — Building AI-powered Primary Care
ML Fundamentals
Xavier Amatriain — Building AI-powered Primary Care
Weights & Biases Beginner 4y ago
Is Data Privacy A Major Issue? Sharing A Recent Incident
ML Fundamentals
Is Data Privacy A Major Issue? Sharing A Recent Incident
Krish Naik Intermediate 4y ago
Why healthcare AI won’t replace human doctors with Curai's Xavier Amatriain
ML Fundamentals
Why healthcare AI won’t replace human doctors with Curai's Xavier Amatriain
Weights & Biases Beginner 4y ago
Amazon SageMaker for Media and Entertainment Use Cases - AWS Online Tech Talks
ML Fundamentals
Amazon SageMaker for Media and Entertainment Use Cases - AWS Online Tech Talks
AWS Developers Intermediate 4y ago
Save up to 71% on Your Machine Learning Inference Costs Using Amazon EC2 Inf1 - AWS Online Tech Talk
ML Fundamentals
Save up to 71% on Your Machine Learning Inference Costs Using Amazon EC2 Inf1 - AWS Online Tech Talk
AWS Developers Intermediate 4y ago
Display the intercept and coefficients for a linear model
ML Fundamentals
Display the intercept and coefficients for a linear model
Data School Beginner 4y ago
Machine Learning for Cyber Security
ML Fundamentals
Machine Learning for Cyber Security
AWS Developers Intermediate 4y ago
Transform Your Bug Bashes into an AWS BugBust - AWS Online Tech Talks
ML Fundamentals
Transform Your Bug Bashes into an AWS BugBust - AWS Online Tech Talks
AWS Developers Intermediate 4y ago
W&B Study Group: fastai w/ Hugging Face 3/4
ML Fundamentals
W&B Study Group: fastai w/ Hugging Face 3/4
Weights & Biases Beginner 4y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Managing Machine Learning Models
📚 Coursera Course ↗
Self-paced
Managing Machine Learning Models
Opens on Coursera ↗
Machine Learning with Python
📚 Coursera Course ↗
Self-paced
Machine Learning with Python
Opens on Coursera ↗
PyTorch: Fundamentals
📚 Coursera Course ↗
Self-paced
PyTorch: Fundamentals
Opens on Coursera ↗
Natural Language Processing with Sequence Models
📚 Coursera Course ↗
Self-paced
Natural Language Processing with Sequence Models
Opens on Coursera ↗
Optimize AI Inference Speed & Accuracy
📚 Coursera Course ↗
Self-paced
Optimize AI Inference Speed & Accuracy
Opens on Coursera ↗
Training AI with Humans
📚 Coursera Course ↗
Self-paced
Training AI with Humans
Opens on Coursera ↗