Foundations

ML Fundamentals

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

12,153
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
Time to start your summer ✨learning✨ list!
ML Fundamentals
Time to start your summer ✨learning✨ list!
Coursera Beginner 2y ago
#37 AI for Good Specialization [Course 1, Week 3, Lesson 2]
ML Fundamentals
#37 AI for Good Specialization [Course 1, Week 3, Lesson 2]
DeepLearningAI Beginner 2y ago
#36 AI for Good Specialization [Course 1, Week 3, Lesson 2]
ML Fundamentals
#36 AI for Good Specialization [Course 1, Week 3, Lesson 2]
DeepLearningAI Beginner 2y ago
Polar artifacts in long-term AI-based atmospheric simulation
ML Fundamentals
Polar artifacts in long-term AI-based atmospheric simulation
NVIDIA Developer Beginner 2y ago
Stable 5-month-long AI-based atmospheric simulation in minutes
ML Fundamentals
Stable 5-month-long AI-based atmospheric simulation in minutes
NVIDIA Developer Beginner 2y ago
Intro to KERAS 3 (KERAS core) for PyTorch & JAX
ML Fundamentals
Intro to KERAS 3 (KERAS core) for PyTorch & JAX
Discover AI Beginner 2y ago
Common mistakes while choosing coding career | Elevate Coding Malayalam
ML Fundamentals ⚡ AI Lesson
Common mistakes while choosing coding career | Elevate Coding Malayalam
Entri Coding മലയാളം Beginner 2y ago
HOW DOES UI/UX AFFECT YOUR EVERYDAY LIFE
ML Fundamentals ⚡ AI Lesson
HOW DOES UI/UX AFFECT YOUR EVERYDAY LIFE
Entri Coding മലയാളം Beginner 2y ago
Do you HAVE to do a PhD to work with top-tier AI models/companies?
ML Fundamentals
Do you HAVE to do a PhD to work with top-tier AI models/companies?
What's AI by Louis-François Bouchard Beginner 2y ago
Neural Networks - Lecture 5 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Neural Networks - Lecture 5 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 2y ago
Learning - Lecture 4 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Learning - Lecture 4 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 2y ago
Andrew Ng's Secret to Mastering Machine Learning - Part 2 #shorts
ML Fundamentals ⚡ AI Lesson
Andrew Ng's Secret to Mastering Machine Learning - Part 2 #shorts
Data Sensei Beginner 2y ago
A Data Scientist's Take on the Affirmative Action Ruling
ML Fundamentals ⚡ AI Lesson
A Data Scientist's Take on the Affirmative Action Ruling
ritvikmath Beginner 2y ago
Live- Discussing Recent Development In Generative AI
ML Fundamentals
Live- Discussing Recent Development In Generative AI
Krish Naik Beginner 2y ago
Results of the Open Source AI Game Jam
ML Fundamentals
Results of the Open Source AI Game Jam
HuggingFace Beginner 2y ago
Jovan Stojanovic   Machine learning with dirty tables: encoding, joining and deduplicating
ML Fundamentals
Jovan Stojanovic Machine learning with dirty tables: encoding, joining and deduplicating
JupyterCon Beginner 2y ago
Luciano Resende, Felipe Barros   Elyra an AI development workspace based on Jupyter Notebooks
ML Fundamentals
Luciano Resende, Felipe Barros Elyra an AI development workspace based on Jupyter Notebooks
JupyterCon Beginner 2y ago
#28 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#28 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#27 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#27 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#26 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#26 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#25 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals ⚡ AI Lesson
#25 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#24 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#24 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#23 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#23 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#22 AI for Good Specialization [Course 1, Week 1, Lesson 1]
ML Fundamentals
#22 AI for Good Specialization [Course 1, Week 1, Lesson 1]
DeepLearningAI Beginner 2y ago
#21 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#21 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#20 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#20 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#19 AI for Good Specialization [Course 1, Week 2, Lesson 2]
ML Fundamentals
#19 AI for Good Specialization [Course 1, Week 2, Lesson 2]
DeepLearningAI Beginner 2y ago
#17 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals ⚡ AI Lesson
#17 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Beginner 2y ago
#15 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals ⚡ AI Lesson
#15 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Beginner 2y ago
#14 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals
#14 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Beginner 2y ago
#13 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals
#13 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Beginner 2y ago
#12 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals
#12 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Beginner 2y ago
#11 AI for Good Specialization [Course 1, Week 2, Lesson 1]
ML Fundamentals ⚡ AI Lesson
#11 AI for Good Specialization [Course 1, Week 2, Lesson 1]
DeepLearningAI Beginner 2y ago
#10 AI for Good Specialization [Course 1, Week 1, Lesson 3]
ML Fundamentals ⚡ AI Lesson
#10 AI for Good Specialization [Course 1, Week 1, Lesson 3]
DeepLearningAI Beginner 2y ago
#9 AI for Good Specialization [Course 1, Week 1, Lesson 3]
ML Fundamentals
#9 AI for Good Specialization [Course 1, Week 1, Lesson 3]
DeepLearningAI Beginner 2y ago
#8 AI for Good Specialization [Course 1, Week 1, Lesson 2]
ML Fundamentals
#8 AI for Good Specialization [Course 1, Week 1, Lesson 2]
DeepLearningAI Beginner 2y ago
#7 AI for Good Specialization [Course 1, Week 1, Lesson 2]
ML Fundamentals
#7 AI for Good Specialization [Course 1, Week 1, Lesson 2]
DeepLearningAI Beginner 2y ago
#6 AI for Good Specialization [Course 1, Week 1, Lesson 2]
ML Fundamentals
#6 AI for Good Specialization [Course 1, Week 1, Lesson 2]
DeepLearningAI Beginner 2y ago
#5 AI for Good Specialization [Course 1, Week 1, Lesson 2]
ML Fundamentals
#5 AI for Good Specialization [Course 1, Week 1, Lesson 2]
DeepLearningAI Beginner 2y ago
#4 AI for Good Specialization [Course 1, Week 1, Lesson 1]
ML Fundamentals
#4 AI for Good Specialization [Course 1, Week 1, Lesson 1]
DeepLearningAI Beginner 2y ago
#2 AI for Good Specialization [Course 1, Week 1, Lesson 1]
ML Fundamentals
#2 AI for Good Specialization [Course 1, Week 1, Lesson 1]
DeepLearningAI Beginner 2y ago
Optimization - Lecture 3 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Optimization - Lecture 3 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 2y ago
Uncertainty - Lecture 2 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Uncertainty - Lecture 2 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 2y ago
Knowledge - Lecture 1 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Knowledge - Lecture 1 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 2y ago
Search - Lecture 0 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Search - Lecture 0 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 2y ago
Matthew Elliott   Jupyter as a Brain Computer Interface | JupyterCon 2023
ML Fundamentals ⚡ AI Lesson
Matthew Elliott Jupyter as a Brain Computer Interface | JupyterCon 2023
JupyterCon Beginner 2y ago
Pierre Olivier Vallès   Jupyter notebooks for education: Computational thinking in practice | Jupyt
ML Fundamentals ⚡ AI Lesson
Pierre Olivier Vallès Jupyter notebooks for education: Computational thinking in practice | Jupyt
JupyterCon Beginner 2y ago
Loïc Estève   Leveraging the Jupyter ecosystem to create and run the "Machine Learning in Python w
ML Fundamentals
Loïc Estève Leveraging the Jupyter ecosystem to create and run the "Machine Learning in Python w
JupyterCon Beginner 2y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Recommender Systems Complete Course Beginner to Advanced
📚 Coursera Course ↗
Self-paced
Recommender Systems Complete Course Beginner to Advanced
Opens on Coursera ↗
Mathematics for Machine Learning: PCA
📚 Coursera Course ↗
Self-paced
Mathematics for Machine Learning: PCA
Opens on Coursera ↗
Machine Learning: Concepts and Applications
📚 Coursera Course ↗
Self-paced
Machine Learning: Concepts and Applications
Opens on Coursera ↗
Building a Large-Scale, Automated Forecasting System
📚 Coursera Course ↗
Self-paced
Building a Large-Scale, Automated Forecasting System
Opens on Coursera ↗
Advanced PyTorch Techniques and Applications
📚 Coursera Course ↗
Self-paced
Advanced PyTorch Techniques and Applications
Opens on Coursera ↗
Encoder-Decoder Architecture - Bahasa Indonesia
📚 Coursera Course ↗
Self-paced
Encoder-Decoder Architecture - Bahasa Indonesia
Opens on Coursera ↗