Foundations

ML Fundamentals

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

11,251
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
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
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
A Long Way Till AGI
ML Fundamentals ⚡ AI Lesson
A Long Way Till AGI
Data Skeptic Beginner 2y ago
Negotiation Tips for Women
ML Fundamentals
Negotiation Tips for Women
Stanford Online Beginner 2y ago
Exploring the Enchanting World of PROJECT STARLINE
ML Fundamentals
Exploring the Enchanting World of PROJECT STARLINE
Entri Coding മലയാളം Beginner 2y ago
Do Applied AI Projects (even if you want to do pure research!)
ML Fundamentals
Do Applied AI Projects (even if you want to do pure research!)
What's AI by Louis-François Bouchard Beginner 2y ago
100% Private & Local PDF ChatBot (without langchain)
ML Fundamentals
100% Private & Local PDF ChatBot (without langchain)
Abhishek Thakur Beginner 2y ago
How are you redefining what’s possible?
ML Fundamentals
How are you redefining what’s possible?
Coursera Beginner 2y ago
Use your knowledge of Python to make AI
ML Fundamentals
Use your knowledge of Python to make AI
Google for Developers Beginner 2y ago
Collaboration Between PyTorch and Hardware Providers
ML Fundamentals
Collaboration Between PyTorch and Hardware Providers
Weights & Biases Beginner 2y ago
AI 101: The main types of AI
ML Fundamentals ⚡ AI Lesson
AI 101: The main types of AI
365 Data Science Beginner 2y ago
The PhD is not what you think.
ML Fundamentals
The PhD is not what you think.
What's AI by Louis-François Bouchard Beginner 2y ago
Exploring PyTorch and Open-Source Communities: Interview with Soumith Chintala of Meta & PyTorch
ML Fundamentals ⚡ AI Lesson
Exploring PyTorch and Open-Source Communities: Interview with Soumith Chintala of Meta & PyTorch
Weights & Biases Beginner 2y ago
Send this to someone itching for a new career!
ML Fundamentals
Send this to someone itching for a new career!
Coursera Beginner 2y ago
Fireside chat #12: Kubernetes for Data Scientists
ML Fundamentals ⚡ AI Lesson
Fireside chat #12: Kubernetes for Data Scientists
Outerbounds Beginner 2y ago
Will a career in DATA suit you ?  | Elevate Coding Malayalam
ML Fundamentals
Will a career in DATA suit you ? | Elevate Coding Malayalam
Entri Coding മലയാളം Beginner 2y ago
The Unexpected Power of Orthogonal Matrices
ML Fundamentals
The Unexpected Power of Orthogonal Matrices
ritvikmath Beginner 2y ago
Ivy - Framework for Unifying Machine Learning Frameworks! #artificialintelligence #machinelearning
ML Fundamentals
Ivy - Framework for Unifying Machine Learning Frameworks! #artificialintelligence #machinelearning
Automata Learning Lab Beginner 2y ago
Day 10 | Machine Learning 101 | Geek-O-Lympics 2023
ML Fundamentals
Day 10 | Machine Learning 101 | Geek-O-Lympics 2023
GeeksforGeeks Beginner 2y ago
Brain Inspired AI
ML Fundamentals ⚡ AI Lesson
Brain Inspired AI
Data Skeptic Beginner 2y ago
What Will Change In Data Science Project Development After OPENAI And Hugging Face API
ML Fundamentals
What Will Change In Data Science Project Development After OPENAI And Hugging Face API
Krish Naik Beginner 2y ago
Automating ML Infrastructure // Rob Hirschfeld // MLOps Podcast #164 short clip
ML Fundamentals ⚡ AI Lesson
Automating ML Infrastructure // Rob Hirschfeld // MLOps Podcast #164 short clip
MLOps.community Beginner 2y ago
🔴 LIVE 🔴 Learning to Rank is good for your ML Career | Learn RecSys with me #4
ML Fundamentals
🔴 LIVE 🔴 Learning to Rank is good for your ML Career | Learn RecSys with me #4
Aladdin Persson Beginner 2y ago
Hot Dog or Not Hot Dog – Convolutional Neural Network Course for Beginners
ML Fundamentals ⚡ AI Lesson
Hot Dog or Not Hot Dog – Convolutional Neural Network Course for Beginners
freeCodeCamp.org Beginner 2y ago
Live AMA with the Hugging Face Audio course team
ML Fundamentals
Live AMA with the Hugging Face Audio course team
HuggingFace 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
Sune Askjaer, Richard Nemeth   MLOps made easy and reproducible with Jupyter and containers | Jupyte
ML Fundamentals
Sune Askjaer, Richard Nemeth MLOps made easy and reproducible with Jupyter and containers | Jupyte
JupyterCon Beginner 2y ago
Go to Machine Learning workshops and not only top conferences!!
ML Fundamentals ⚡ AI Lesson
Go to Machine Learning workshops and not only top conferences!!
What's AI by Louis-François Bouchard Beginner 2y ago
Journey into the Unknown: The Fascinating Story of Rene Carmille and the Punch Card
ML Fundamentals
Journey into the Unknown: The Fascinating Story of Rene Carmille and the Punch Card
Entri Coding മലയാളം Beginner 2y ago
The answer is YES.
ML Fundamentals
The answer is YES.
Coursera Beginner 2y ago
Are you all in? 💙
ML Fundamentals
Are you all in? 💙
Coursera Beginner 2y ago
Andrew Ng, Founder of DeepLearning.AI and Co-Founder of Coursera, pictures a better world
ML Fundamentals
Andrew Ng, Founder of DeepLearning.AI and Co-Founder of Coursera, pictures a better world
Coursera Beginner 2y ago
Why You Should Learn Python In 2023 And Focus On Project Development?
ML Fundamentals
Why You Should Learn Python In 2023 And Focus On Project Development?
Krish Naik Beginner 2y ago
The 5 Most Important Matrices for Data Scientists
ML Fundamentals
The 5 Most Important Matrices for Data Scientists
ritvikmath Beginner 2y ago
Same degree, same curriculum, and same top-tier faculty as on-campus students!
ML Fundamentals
Same degree, same curriculum, and same top-tier faculty as on-campus students!
Coursera Beginner 2y ago
Building Google Maps' Algorithm & AI Research at Google Deepmind - The What's AI Podcast Episode 17
ML Fundamentals
Building Google Maps' Algorithm & AI Research at Google Deepmind - The What's AI Podcast Episode 17
What's AI by Louis-François Bouchard Beginner 2y ago
A Dedicated Playlist For End To End Data Science Projects Implementation With Deployment In 2023
ML Fundamentals
A Dedicated Playlist For End To End Data Science Projects Implementation With Deployment In 2023
Krish Naik Beginner 2y ago
The Power Of Function Calling Ussing OpenAI API Tutorial #2
ML Fundamentals
The Power Of Function Calling Ussing OpenAI API Tutorial #2
Krish Naik Beginner 2y ago
OpenAI API With Python Tuorial 1-ChatCompletion API and Completion API
ML Fundamentals
OpenAI API With Python Tuorial 1-ChatCompletion API and Completion API
Krish Naik Beginner 2y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Deep Learning - Recurrent Neural Networks with TensorFlow
📚 Coursera Course ↗
Self-paced
Deep Learning - Recurrent Neural Networks with TensorFlow
Opens on Coursera ↗
What are GPTs and How can they work for my business?
📚 Coursera Course ↗
Self-paced
What are GPTs and How can they work for my business?
Opens on Coursera ↗
Deploy & Optimize ML Services Confidently
📚 Coursera Course ↗
Self-paced
Deploy & Optimize ML Services Confidently
Opens on Coursera ↗
Applied Plotting, Charting & Data Representation in Python
📚 Coursera Course ↗
Self-paced
Applied Plotting, Charting & Data Representation in Python
Opens on Coursera ↗
Python Fundamentals and Data Science Essentials
📚 Coursera Course ↗
Self-paced
Python Fundamentals and Data Science Essentials
Opens on Coursera ↗
Deploy and Optimize Cloud AI Architectures
📚 Coursera Course ↗
Self-paced
Deploy and Optimize Cloud AI Architectures
Opens on Coursera ↗