Foundations

ML Fundamentals

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

12,274
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
Machine Learning vs Deep Learning
7:50
ML Fundamentals ⚡ AI Lesson
Machine Learning vs Deep Learning
IBM Technology Beginner 4y ago
Modern Medical Image Segmentation, AutoML, and Beyond
ML Fundamentals ⚡ AI Lesson
Modern Medical Image Segmentation, AutoML, and Beyond
NVIDIA Developer Advanced 4y ago
Unsupervised vs Supervised Learning
ML Fundamentals
Unsupervised vs Supervised Learning
Roboflow Beginner 4y ago
Move data archives to AWS to lower costs and gain new insights - AWS Online Tech Talks
ML Fundamentals
Move data archives to AWS to lower costs and gain new insights - AWS Online Tech Talks
AWS Developers Intermediate 4y ago
Data Science Is A Process And Not Just Model Buidling
ML Fundamentals
Data Science Is A Process And Not Just Model Buidling
Krish Naik Intermediate 4y ago
Building a listwise ranking model with TF Recommenders and TF Ranking
ML Fundamentals ⚡ AI Lesson
Building a listwise ranking model with TF Recommenders and TF Ranking
TensorFlow Beginner 4y ago
Advancing Hands-On Machine Learning Education with Sebastian Raschka - #565
ML Fundamentals ⚡ AI Lesson
Advancing Hands-On Machine Learning Education with Sebastian Raschka - #565
The TWIML AI Podcast with Sam Charrington Beginner 4y ago
MosaicML Composer for faster and cheaper Deep Learning!
ML Fundamentals ⚡ AI Lesson
MosaicML Composer for faster and cheaper Deep Learning!
Henry AI Labs Beginner 4y ago
Deep Q-Network Solves Cart and Pole - Reinforcement Learning Code Project
ML Fundamentals ⚡ AI Lesson
Deep Q-Network Solves Cart and Pole - Reinforcement Learning Code Project
deeplizard Beginner 4y ago
Sharing My Experience As A TEDx Speaker
ML Fundamentals
Sharing My Experience As A TEDx Speaker
Krish Naik Intermediate 4y ago
TED Talk Data Analysis Project | Data Science Master Bootcamp | Ashish Jangra
ML Fundamentals
TED Talk Data Analysis Project | Data Science Master Bootcamp | Ashish Jangra
GeeksforGeeks Beginner 4y ago
Machine Learning bias example
ML Fundamentals ⚡ AI Lesson
Machine Learning bias example
HuggingFace Advanced 4y ago
Meg's realization of the importance of Ethical AI
ML Fundamentals
Meg's realization of the importance of Ethical AI
HuggingFace Advanced 4y ago
Deep Learning vs. Machine Learning, which is better?
ML Fundamentals
Deep Learning vs. Machine Learning, which is better?
AssemblyAI Beginner 4y ago
Getting Started with Data Analysis | Data Science Master Bootcamp | Ashish Jangra
ML Fundamentals
Getting Started with Data Analysis | Data Science Master Bootcamp | Ashish Jangra
GeeksforGeeks Beginner 4y ago
NVIDIA Instant NeRF: NVIDIA Research Turns 2D Photos Into 3D Scenes in the Blink of an AI
ML Fundamentals
NVIDIA Instant NeRF: NVIDIA Research Turns 2D Photos Into 3D Scenes in the Blink of an AI
NVIDIA Developer Beginner 4y ago
Start Your Cloud Development Journey With AWS ML Hero and All Star Kesha
ML Fundamentals
Start Your Cloud Development Journey With AWS ML Hero and All Star Kesha
HackerRank Beginner 4y ago
EvoJAX: Hardware-Accelerated Neuroevolution
ML Fundamentals
EvoJAX: Hardware-Accelerated Neuroevolution
Weights & Biases Beginner 4y ago
AIML for startup - AWS Online Tech Talks
ML Fundamentals ⚡ AI Lesson
AIML for startup - AWS Online Tech Talks
AWS Developers Intermediate 4y ago
Better tracking for your deep learning training - Wandb.ai (Weights & Biases)
ML Fundamentals
Better tracking for your deep learning training - Wandb.ai (Weights & Biases)
sentdex Beginner 4y ago
Nvidia Deep Learning powered Need for Speed #shorts Python Project Show case
ML Fundamentals
Nvidia Deep Learning powered Need for Speed #shorts Python Project Show case
1littlecoder Beginner 4y ago
Coding PCA from Scratch : Data Science Code
ML Fundamentals
Coding PCA from Scratch : Data Science Code
ritvikmath Advanced 4y ago
Matrix Factorization For k-Means
ML Fundamentals ⚡ AI Lesson
Matrix Factorization For k-Means
Data Skeptic Beginner 4y ago
Artificial Neural Networks - Deep Learning Dictionary
ML Fundamentals ⚡ AI Lesson
Artificial Neural Networks - Deep Learning Dictionary
deeplizard Beginner 4y ago
GAN Specialization: A Comprehensive Review - Is It Worth It?
ML Fundamentals
GAN Specialization: A Comprehensive Review - Is It Worth It?
Aladdin Persson Beginner 4y ago
How to handle Uncertainty in Deep Learning #1.2
ML Fundamentals
How to handle Uncertainty in Deep Learning #1.2
DeepFindr Beginner 4y ago
Professional Preprocessing with Pipelines in Python
ML Fundamentals ⚡ AI Lesson
Professional Preprocessing with Pipelines in Python
NeuralNine Beginner 4y ago
NVIDIA GTC & A Giveaway!
ML Fundamentals ⚡ AI Lesson
NVIDIA GTC & A Giveaway!
codebasics Beginner 4y ago
The Power of Doubt & the Rise of Trust
ML Fundamentals
The Power of Doubt & the Rise of Trust
Saïd Business School, University of Oxford Intermediate 4y ago
Precision & Recall in Machine Learning Explained
ML Fundamentals ⚡ AI Lesson
Precision & Recall in Machine Learning Explained
NeuralNine Beginner 4y ago
How Data Science Works
ML Fundamentals ⚡ AI Lesson
How Data Science Works
Brandon Rohrer Intermediate 4y ago
Google Ads Tutorials: Conversion Modeling for Google Marketing Platform - Part 1
ML Fundamentals
Google Ads Tutorials: Conversion Modeling for Google Marketing Platform - Part 1
Google Ads Beginner 4y ago
Dive Into Data Science and Build your First ML Model – With All Star Rhea
ML Fundamentals ⚡ AI Lesson
Dive Into Data Science and Build your First ML Model – With All Star Rhea
HackerRank Beginner 4y ago
Create Hugging Face NLP API Tutorial | Fastest way to create ML API serve on Colab
ML Fundamentals
Create Hugging Face NLP API Tutorial | Fastest way to create ML API serve on Colab
1littlecoder Beginner 4y ago
Full-Stack AI Systems Development with Murali Akula - #563
ML Fundamentals ⚡ AI Lesson
Full-Stack AI Systems Development with Murali Akula - #563
The TWIML AI Podcast with Sam Charrington Advanced 4y ago
Recurrent Neural Networks : Data Science Concepts
ML Fundamentals
Recurrent Neural Networks : Data Science Concepts
ritvikmath Beginner 4y ago
Breathing K-Means
ML Fundamentals ⚡ AI Lesson
Breathing K-Means
Data Skeptic Beginner 4y ago
An app to use Twitter with voice control
ML Fundamentals
An app to use Twitter with voice control
AssemblyAI Beginner 4y ago
Advice for Women in AI/Machine Learning
ML Fundamentals
Advice for Women in AI/Machine Learning
HuggingFace Advanced 4y ago
Python for Data Science | Data Science Master Bootcamp | Arpit Jain
ML Fundamentals
Python for Data Science | Data Science Master Bootcamp | Arpit Jain
GeeksforGeeks Beginner 4y ago
Now You Can Earn From @iNeuroniNtelligence
ML Fundamentals
Now You Can Earn From @iNeuroniNtelligence
Krish Naik Intermediate 4y ago
4 Evergreen Job Profiles In IT Companies- Part 1
ML Fundamentals
4 Evergreen Job Profiles In IT Companies- Part 1
Krish Naik Intermediate 4y ago
Hello Sionna! A Demo of The First Open Source Library for Physical Layer Research
ML Fundamentals ⚡ AI Lesson
Hello Sionna! A Demo of The First Open Source Library for Physical Layer Research
NVIDIA Developer Advanced 4y ago
Extract Health Data - Amazon Comprehend Medical - AWS Online Tech Talks
ML Fundamentals
Extract Health Data - Amazon Comprehend Medical - AWS Online Tech Talks
AWS Developers Intermediate 4y ago
3D Prinitng Demo To Create Drone Components🔥🔥🔥🔥🔥
ML Fundamentals
3D Prinitng Demo To Create Drone Components🔥🔥🔥🔥🔥
Krish Naik Intermediate 4y ago
Perceptrons - Deep Learning Dictionary
ML Fundamentals ⚡ AI Lesson
Perceptrons - Deep Learning Dictionary
deeplizard Beginner 4y ago
Motivational Stories From iNeuron Meet Up
ML Fundamentals
Motivational Stories From iNeuron Meet Up
Krish Naik Intermediate 4y ago
Live Podcast On Blockchain With @Telusko
ML Fundamentals
Live Podcast On Blockchain With @Telusko
Krish Naik Intermediate 4y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Differential Equations Part I Basic Theory
📚 Coursera Course ↗
Self-paced
Differential Equations Part I Basic Theory
Opens on Coursera ↗
AWS Machine Learning Engineer Associate Exam Prep
📚 Coursera Course ↗
Self-paced
AWS Machine Learning Engineer Associate Exam Prep
Opens on Coursera ↗
Machine Learning with Small Data Part 2
📚 Coursera Course ↗
Self-paced
Machine Learning with Small Data Part 2
Opens on Coursera ↗
Microsoft Gen AI for Executives Course - Gen AI Adoption
📚 Coursera Course ↗
Self-paced
Microsoft Gen AI for Executives Course - Gen AI Adoption
Opens on Coursera ↗
Data Science Fundamentals Part 2: Unit 3
📚 Coursera Course ↗
Self-paced
Data Science Fundamentals Part 2: Unit 3
Opens on Coursera ↗
Population Health: Predictive Analytics
📚 Coursera Course ↗
Self-paced
Population Health: Predictive Analytics
Opens on Coursera ↗