Foundations

ML Fundamentals

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

10508
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
Complete Guide to Cross Validation
ML Fundamentals
Complete Guide to Cross Validation
Rob Mulla Beginner 4y ago
Reset Weights PyTorch Network - Deep Learning Course
ML Fundamentals
Reset Weights PyTorch Network - Deep Learning Course
deeplizard Beginner 4y ago
What Is FOMO? Use It As A Weapon
ML Fundamentals
What Is FOMO? Use It As A Weapon
Krish Naik Beginner 4y ago
Live Q&A-Ask Anything Related To Data Science
ML Fundamentals
Live Q&A-Ask Anything Related To Data Science
Krish Naik Intermediate 4y ago
JAX Talk: Generating Extremely Long Sequences with S4
ML Fundamentals
JAX Talk: Generating Extremely Long Sequences with S4
Weights & Biases Beginner 4y ago
Celebrating Deep Learner Month #BeADeepLearner
ML Fundamentals
Celebrating Deep Learner Month #BeADeepLearner
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Kulsoom Abdullah with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Kulsoom Abdullah with DeepLearning.AI
DeepLearningAI Beginner 4y ago
Extending Human Creativity Using Machine Learning - Xander Steenbrugge
ML Fundamentals
Extending Human Creativity Using Machine Learning - Xander Steenbrugge
HuggingFace Beginner 4y ago
The Youth of Africa: A Melting Pot
ML Fundamentals
The Youth of Africa: A Melting Pot
Saïd Business School, University of Oxford Intermediate 4y ago
The Shipyard: Lessons Learned While Building an ML Platform // Joseph Haaga // Coffee Sessions #91
ML Fundamentals
The Shipyard: Lessons Learned While Building an ML Platform // Joseph Haaga // Coffee Sessions #91
MLOps.community Beginner 4y ago
Intro to Artificial Intelligence & Developer Relations
ML Fundamentals
Intro to Artificial Intelligence & Developer Relations
Scrimba Beginner 4y ago
Item-to-item recommendation and sequential recommendation
ML Fundamentals
Item-to-item recommendation and sequential recommendation
TensorFlow Beginner 4y ago
How to Learn AI & ML in 2022 - A Complete Roadmap
ML Fundamentals
How to Learn AI & ML in 2022 - A Complete Roadmap
Kids Python Beginner 4y ago
The Power of Doubt & the Rise of Trust - Summary
ML Fundamentals
The Power of Doubt & the Rise of Trust - Summary
Saïd Business School, University of Oxford Intermediate 4y ago
[Quiz] Regularization in Deep Learning, Lipschitz continuity, Gradient regularization
ML Fundamentals
[Quiz] Regularization in Deep Learning, Lipschitz continuity, Gradient regularization
AI Coffee Break with Letitia Beginner 4y ago
Reinforcement Learning - Course Reflection
ML Fundamentals
Reinforcement Learning - Course Reflection
deeplizard Beginner 4y ago
Bringing Audio ML Models into Production // @ValerioVelardoTheSoundofAI //Coffee Sessions #90
ML Fundamentals
Bringing Audio ML Models into Production // @ValerioVelardoTheSoundofAI //Coffee Sessions #90
MLOps.community Beginner 4y ago
How to handle Uncertainty in Deep Learning #2.1
ML Fundamentals
How to handle Uncertainty in Deep Learning #2.1
DeepFindr Beginner 4y ago
SageMaker Friday episode 1 - How to build, train and deploy and a machine learning model easily
ML Fundamentals
SageMaker Friday episode 1 - How to build, train and deploy and a machine learning model easily
AWS Developers Intermediate 4y ago
Machine Learning vs Deep Learning
7:50
ML Fundamentals
Machine Learning vs Deep Learning
IBM Technology Beginner 4y ago
Modern Medical Image Segmentation, AutoML, and Beyond
ML Fundamentals
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
Building a listwise ranking model with TF Recommenders and TF Ranking
ML Fundamentals
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
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
MosaicML Composer for faster and cheaper Deep Learning!
Henry AI Labs Beginner 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
#BeADeepLearner like Tim Steves with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Tim Steves with DeepLearning.AI
DeepLearningAI Intermediate 4y ago
#BeADeepLearner like Lei Xu with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Lei Xu with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Macit Giray Gokirmak with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Macit Giray Gokirmak with DeepLearning.AI
DeepLearningAI Intermediate 4y ago
#BeADeepLearner like Macit, Kulsoom, Lei and Tim
ML Fundamentals
#BeADeepLearner like Macit, Kulsoom, Lei and Tim
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Apala, Luciano, Hermawan and Lorenzo
ML Fundamentals
#BeADeepLearner like Apala, Luciano, Hermawan and Lorenzo
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Aleksandr, Niranjan, I-Chiao, Matt and Yudhiesh
ML Fundamentals
#BeADeepLearner like Aleksandr, Niranjan, I-Chiao, Matt and Yudhiesh
DeepLearningAI Beginner 4y ago
#BeADeepLearner like I-Chiao Lin with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like I-Chiao Lin with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Yudhiesh Ravindran with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Yudhiesh Ravindran with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Niranjan Akella with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Niranjan Akella with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Aleksandr Gontcharov with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Aleksandr Gontcharov with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Luciano Darriba with DeepLearning.A
ML Fundamentals
#BeADeepLearner like Luciano Darriba with DeepLearning.A
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Lorenzo Ostano with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Lorenzo Ostano with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Matt Struble with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Matt Struble with DeepLearning.AI
DeepLearningAI Beginner 4y ago
#BeADeepLearner like Apala Guha with DeepLearning.AI
ML Fundamentals
#BeADeepLearner like Apala Guha with DeepLearning.AI
DeepLearningAI Beginner 4y ago
Mindset For Learning Data Science
ML Fundamentals
Mindset For Learning Data Science
Krish Naik Beginner 4y ago
Are Software Engineering Jobs Roles More Than Data Science/AI?
ML Fundamentals
Are Software Engineering Jobs Roles More Than Data Science/AI?
Krish Naik Intermediate 4y ago
7 Most In Demand Tech Skills to Learn in 2022
ML Fundamentals
7 Most In Demand Tech Skills to Learn in 2022
Krish Naik Beginner 4y ago
A Journey in Scaling ML // Gabriel Straub // MLOps Coffee Sessions #89
ML Fundamentals
A Journey in Scaling ML // Gabriel Straub // MLOps Coffee Sessions #89
MLOps.community Beginner 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
Deep Q-Network Solves Cart and Pole - Reinforcement Learning Code Project
ML Fundamentals
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
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Principles of Computing (Part 1)
📚 Coursera Course ↗
Self-paced
Principles of Computing (Part 1)
Opens on Coursera ↗
GPU Clusters & Containers
📚 Coursera Course ↗
Self-paced
GPU Clusters & Containers
Opens on Coursera ↗
Using R for Geostatistical Geospatial Modeling
📚 Coursera Course ↗
Self-paced
Using R for Geostatistical Geospatial Modeling
Opens on Coursera ↗
Securing AI Systems
📚 Coursera Course ↗
Self-paced
Securing AI Systems
Opens on Coursera ↗
Carbon Aware Computing for GenAI Developers
📚 Coursera Course ↗
Self-paced
Carbon Aware Computing for GenAI Developers
Opens on Coursera ↗
Excel: Apply & Evaluate Unsupervised Clustering
📚 Coursera Course ↗
Self-paced
Excel: Apply & Evaluate Unsupervised Clustering
Opens on Coursera ↗