Foundations

ML Fundamentals

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

12,273
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
# Tutorial 2 || Machine Learning for kids | Smart Home Automation | Turn On the Fan
ML Fundamentals
# Tutorial 2 || Machine Learning for kids | Smart Home Automation | Turn On the Fan
Code For Kids Beginner 3y ago
Scratch? Python? C? Kernighan on Languages for Kids Coding - Computerphile
ML Fundamentals ⚡ AI Lesson
Scratch? Python? C? Kernighan on Languages for Kids Coding - Computerphile
Computerphile Intermediate 3y ago
Introduction to Adversarial Validation In Machine Learning.
ML Fundamentals
Introduction to Adversarial Validation In Machine Learning.
Underfitted Beginner 3y ago
Relu Activation Function - Deep Learning Dictionary
ML Fundamentals ⚡ AI Lesson
Relu Activation Function - Deep Learning Dictionary
deeplizard Beginner 3y ago
Argo Workflows // Kemal Tugrul Yesilbek // MLOps  Meetup #108
ML Fundamentals ⚡ AI Lesson
Argo Workflows // Kemal Tugrul Yesilbek // MLOps Meetup #108
MLOps.community Beginner 3y ago
The truth about AI and why you should learn it - Computerphile explains
ML Fundamentals ⚡ AI Lesson
The truth about AI and why you should learn it - Computerphile explains
David Bombal Beginner 3y ago
History Of Machine Learning- Dicussing The Entire Timeline
ML Fundamentals
History Of Machine Learning- Dicussing The Entire Timeline
Krish Naik Intermediate 3y ago
How digital assistants like Siri work #shorts
ML Fundamentals
How digital assistants like Siri work #shorts
Jay Alammar Beginner 3y ago
Coming up with Data Science and Machine Learning Project IDEAS!
ML Fundamentals
Coming up with Data Science and Machine Learning Project IDEAS!
Nicholas Renotte Beginner 3y ago
3D MRI brain segmentation - Made with TensorFlow.js
ML Fundamentals ⚡ AI Lesson
3D MRI brain segmentation - Made with TensorFlow.js
TensorFlow Beginner 3y ago
Likelihood Estimation - THE MATH YOU SHOULD KNOW!
ML Fundamentals ⚡ AI Lesson
Likelihood Estimation - THE MATH YOU SHOULD KNOW!
CodeEmporium Beginner 3y ago
Optimizing Model Deployments with Triton Model Analyzer
ML Fundamentals ⚡ AI Lesson
Optimizing Model Deployments with Triton Model Analyzer
NVIDIA Developer Beginner 3y ago
Shirley Chisholm: Crash Course Black American History #43
ML Fundamentals
Shirley Chisholm: Crash Course Black American History #43
CrashCourse Beginner 3y ago
Optimize Industrial Operations with Machine Learning and AI - AWS Online Tech Talks
ML Fundamentals ⚡ AI Lesson
Optimize Industrial Operations with Machine Learning and AI - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Quickly prepare data for ML using Amazon SageMaker Data Wrangler - AWS Virtual Workshop
ML Fundamentals ⚡ AI Lesson
Quickly prepare data for ML using Amazon SageMaker Data Wrangler - AWS Virtual Workshop
AWS Developers Intermediate 3y ago
You can AUTOMATE machine learning with this package
ML Fundamentals ⚡ AI Lesson
You can AUTOMATE machine learning with this package
Nicholas Renotte Beginner 3y ago
Code Study with Me - Fast.AI's Deep Learning Course - 1. Getting Started
ML Fundamentals
Code Study with Me - Fast.AI's Deep Learning Course - 1. Getting Started
1littlecoder Beginner 3y ago
Study with Me - Fast.AI's Deep Learning Course - 1. Getting Started
ML Fundamentals
Study with Me - Fast.AI's Deep Learning Course - 1. Getting Started
1littlecoder Beginner 3y ago
Equivariant Priors for Compressed Sensing with Arash Behboodi - #584
ML Fundamentals ⚡ AI Lesson
Equivariant Priors for Compressed Sensing with Arash Behboodi - #584
The TWIML AI Podcast with Sam Charrington Advanced 3y ago
Don't Replace Missing Values In Your Dataset.
ML Fundamentals
Don't Replace Missing Values In Your Dataset.
Underfitted Beginner 3y ago
User Perceptions of Problematic Ads
ML Fundamentals ⚡ AI Lesson
User Perceptions of Problematic Ads
Data Skeptic Beginner 3y ago
How To Deploy Machine Learning Models Using Docker And Github Action In Heroku
ML Fundamentals
How To Deploy Machine Learning Models Using Docker And Github Action In Heroku
Krish Naik Intermediate 3y ago
Learn PyTorch for deep learning in a day. Literally.
ML Fundamentals
Learn PyTorch for deep learning in a day. Literally.
Daniel Bourke Beginner 3y ago
At the Frontiers of Science: Exciting Advances in Protein Design
ML Fundamentals
At the Frontiers of Science: Exciting Advances in Protein Design
Microsoft Research Advanced 3y ago
Neural Networks explained in 60 seconds!
ML Fundamentals
Neural Networks explained in 60 seconds!
AssemblyAI Beginner 3y ago
Should you learn Python for Machine Learning?
ML Fundamentals
Should you learn Python for Machine Learning?
AssemblyAI Beginner 3y ago
Think Like a Computer Science Professor
ML Fundamentals ⚡ AI Lesson
Think Like a Computer Science Professor
freeCodeCamp.org Beginner 3y ago
Does a Deep Learning Laptop Exist? - Tensorbook Review
ML Fundamentals
Does a Deep Learning Laptop Exist? - Tensorbook Review
sentdex Beginner 3y ago
Microsoft is Accelerating the Future of Aerial Autonomy
ML Fundamentals
Microsoft is Accelerating the Future of Aerial Autonomy
Microsoft Research Intermediate 3y ago
What is data science?
ML Fundamentals ⚡ AI Lesson
What is data science?
Data Science with Marco Beginner 3y ago
TensorFlow.js Community "Show & Tell" #7
ML Fundamentals ⚡ AI Lesson
TensorFlow.js Community "Show & Tell" #7
TensorFlow Beginner 3y ago
Conditional Ordinal Regression for Neural Networks (CORN) With Examples in PyTorch
ML Fundamentals
Conditional Ordinal Regression for Neural Networks (CORN) With Examples in PyTorch
Sebastian Raschka Intermediate 3y ago
FIFA announces offside AI for World Cup | The Weekly Roundup
ML Fundamentals
FIFA announces offside AI for World Cup | The Weekly Roundup
DataCamp Beginner 3y ago
NeRFs: Neural Radiance Fields - Paper Explained
ML Fundamentals ⚡ AI Lesson
NeRFs: Neural Radiance Fields - Paper Explained
Aladdin Persson Beginner 3y ago
The War on Drugs: Crash Course Black American History #42
ML Fundamentals
The War on Drugs: Crash Course Black American History #42
CrashCourse Beginner 3y ago
Sigmoid Activation Function - Deep Learning Dictionary
ML Fundamentals ⚡ AI Lesson
Sigmoid Activation Function - Deep Learning Dictionary
deeplizard Beginner 3y ago
Batch Size Powers of 2 Really Necessary?
ML Fundamentals ⚡ AI Lesson
Batch Size Powers of 2 Really Necessary?
Aladdin Persson Beginner 3y ago
Have you used pipelines for Machine Learning before? #shorts
ML Fundamentals ⚡ AI Lesson
Have you used pipelines for Machine Learning before? #shorts
Nicholas Renotte Beginner 3y ago
Study with Me - Fast.AI's Deep Learning Course - 0. Why?
ML Fundamentals
Study with Me - Fast.AI's Deep Learning Course - 0. Why?
1littlecoder Beginner 3y ago
Test-Time Augmentation In Machine Learning.
ML Fundamentals
Test-Time Augmentation In Machine Learning.
Underfitted Beginner 3y ago
Learn how to deploy Containerized applications in a hybrid cloud environment - AWS Online Tech Talks
ML Fundamentals
Learn how to deploy Containerized applications in a hybrid cloud environment - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Explain your ML models with Amazon SageMaker Clarify - AWS Online Tech Talks
ML Fundamentals
Explain your ML models with Amazon SageMaker Clarify - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Blockchain Hackathon 5.0 In Collaboration With Neo @iNeuroniNtelligence  @Telusko
ML Fundamentals
Blockchain Hackathon 5.0 In Collaboration With Neo @iNeuroniNtelligence @Telusko
Krish Naik Beginner 3y ago
Daily Data Live | Tensorflow Language Translator Debugging
ML Fundamentals
Daily Data Live | Tensorflow Language Translator Debugging
Nicholas Renotte Beginner 3y ago
Can We Have Multiple Constructors In Python?
ML Fundamentals
Can We Have Multiple Constructors In Python?
Krish Naik Intermediate 3y ago
PyTorch Crash Course - Getting Started with Deep Learning
ML Fundamentals
PyTorch Crash Course - Getting Started with Deep Learning
AssemblyAI Beginner 3y ago
Blogs to follow by AI researchers
ML Fundamentals
Blogs to follow by AI researchers
AssemblyAI Beginner 3y ago
AI DREW all of THESE | DALLE-2 Walkthrough
ML Fundamentals ⚡ AI Lesson
AI DREW all of THESE | DALLE-2 Walkthrough
Nicholas Renotte Beginner 3y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Object Oriented Python
📚 Coursera Course ↗
Self-paced
Object Oriented Python
Opens on Coursera ↗
Advanced Python: Data Science, Testing, and Distribution
📚 Coursera Course ↗
Self-paced
Advanced Python: Data Science, Testing, and Distribution
Opens on Coursera ↗
Supervised Text Classification for Marketing Analytics
📚 Coursera Course ↗
Self-paced
Supervised Text Classification for Marketing Analytics
Opens on Coursera ↗
Data for Machine Learning
📚 Coursera Course ↗
Self-paced
Data for Machine Learning
Opens on Coursera ↗
Foundations of Deep Reinforcement Learning with PyTorch
📚 Coursera Course ↗
Self-paced
Foundations of Deep Reinforcement Learning with PyTorch
Opens on Coursera ↗
Data Science Fundamentals Part 1: Unit 1
📚 Coursera Course ↗
Self-paced
Data Science Fundamentals Part 1: Unit 1
Opens on Coursera ↗