Foundations

ML Fundamentals

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

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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
Live Q&A- Away From Home
ML Fundamentals
Live Q&A- Away From Home
Krish Naik Beginner 1y ago
Embeddings in Machine Learning - Explained
ML Fundamentals ⚡ AI Lesson
Embeddings in Machine Learning - Explained
Aladdin Persson Beginner 1y ago
cleverdash.ai: Complete Flow from Signup to Your First Dashboard | #5
ML Fundamentals
cleverdash.ai: Complete Flow from Signup to Your First Dashboard | #5
Random code Beginner 1y ago
3 Things I like being a Data Scientist #datascience #machinelearning #deeplearning #techcareers
ML Fundamentals
3 Things I like being a Data Scientist #datascience #machinelearning #deeplearning #techcareers
Aladdin Persson Beginner 1y ago
Exploring the Potential of Quantum Machine Learning in Finance
ML Fundamentals
Exploring the Potential of Quantum Machine Learning in Finance
NextGen Finance Beginner 1y ago
30 Machine Learning Facts Most People Get Wrong
ML Fundamentals
30 Machine Learning Facts Most People Get Wrong
Infinite Codes Beginner 1y ago
Criminal Networks
ML Fundamentals ⚡ AI Lesson
Criminal Networks
Data Skeptic Beginner 1y ago
How to build an MCP server to connect Cursor to a RAG system (GroundX)
ML Fundamentals ⚡ AI Lesson
How to build an MCP server to connect Cursor to a RAG system (GroundX)
Underfitted Intermediate 1y ago
New MacBook Air M4 13” - Starlight (2025) Unboxing & First-Look!
ML Fundamentals
New MacBook Air M4 13” - Starlight (2025) Unboxing & First-Look!
AI Researcher Beginner 1y ago
ML System Design Blueprint |  #machinelearning #mldesign
ML Fundamentals
ML System Design Blueprint | #machinelearning #mldesign
Learning Loop Beginner 1y ago
I built a simple example using the new OpenAI Response API (this is cool!)
ML Fundamentals ⚡ AI Lesson
I built a simple example using the new OpenAI Response API (this is cool!)
Underfitted Beginner 1y ago
The Ethics of Explainability in Human and AI decision-making | Carlo Cordasco
ML Fundamentals
The Ethics of Explainability in Human and AI decision-making | Carlo Cordasco
Saïd Business School, University of Oxford Beginner 1y ago
7 Skills You Need to Become a Data Scientist in 2025 📊
ML Fundamentals
7 Skills You Need to Become a Data Scientist in 2025 📊
Coursera Beginner 1y ago
Highlight Reel of Eliot Durbin MLOps Podcast clip 2
ML Fundamentals
Highlight Reel of Eliot Durbin MLOps Podcast clip 2
MLOps.community Intermediate 1y ago
AI in Production 2025 | Keynote
ML Fundamentals ⚡ AI Lesson
AI in Production 2025 | Keynote
MLOps.community Intermediate 1y ago
Agentic AI Tutorial One shot Using Agno(Phidata)
ML Fundamentals
Agentic AI Tutorial One shot Using Agno(Phidata)
Krish Naik Beginner 1y ago
Predicting Dengue Fever with Machine Learning
ML Fundamentals
Predicting Dengue Fever with Machine Learning
Alex on Data Beginner 1y ago
Machine Learning System Design | ML System Design Blueprint | Lesson 2
ML Fundamentals
Machine Learning System Design | ML System Design Blueprint | Lesson 2
Learning Loop Beginner 1y ago
Stanford Seminar - A Billion Medical Devices - Using far from perfect ML to help patients
ML Fundamentals ⚡ AI Lesson
Stanford Seminar - A Billion Medical Devices - Using far from perfect ML to help patients
Stanford Online Beginner 1y ago
Why choose the Oxford Real Estate Programme?
ML Fundamentals
Why choose the Oxford Real Estate Programme?
Saïd Business School, University of Oxford Advanced 1y ago
Why Work in Big Tech?
ML Fundamentals
Why Work in Big Tech?
CareersTalks with Tamer Beginner 1y ago
"Unlocking the Future: How Artificial Intelligence is Transforming Our World"
ML Fundamentals
"Unlocking the Future: How Artificial Intelligence is Transforming Our World"
AI explained official Beginner 1y ago
Intro to Machine Learning featuring Generative AI
ML Fundamentals ⚡ AI Lesson
Intro to Machine Learning featuring Generative AI
freeCodeCamp.org Beginner 1y ago
How I handle multiple Python Versions (pyenv)
ML Fundamentals
How I handle multiple Python Versions (pyenv)
NetworkChuck (2) Beginner 1y ago
Meet NVIDIA Training Experts: Interview with the Program Director
ML Fundamentals
Meet NVIDIA Training Experts: Interview with the Program Director
NVIDIA Developer Intermediate 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 15 - After DPO by Nathan Lambert
ML Fundamentals ⚡ AI Lesson
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 15 - After DPO by Nathan Lambert
Stanford Online Beginner 1y ago
DoD Chief Data and AI Office Speaking at Databricks DAIS Government Forum 2024
ML Fundamentals ⚡ AI Lesson
DoD Chief Data and AI Office Speaking at Databricks DAIS Government Forum 2024
Databricks Intermediate 1y ago
Cities That Heal Themselves  🤖🌆 Discover the Future! 🚀
ML Fundamentals
Cities That Heal Themselves 🤖🌆 Discover the Future! 🚀
StartUs Insights Intermediate 1y ago
3 Things I dislike being a Data Scientist
ML Fundamentals ⚡ AI Lesson
3 Things I dislike being a Data Scientist
Aladdin Persson Beginner 1y ago
Building a 3D shooter game using AI alone (vibe-coding)
ML Fundamentals ⚡ AI Lesson
Building a 3D shooter game using AI alone (vibe-coding)
Underfitted Beginner 1y ago
MCP is awesome and here is why.
ML Fundamentals
MCP is awesome and here is why.
Underfitted Beginner 1y ago
The Model Context Protocol (MCP) Explained (and one cool code example.)
ML Fundamentals ⚡ AI Lesson
The Model Context Protocol (MCP) Explained (and one cool code example.)
Underfitted Beginner 1y ago
Day3-Backend Code developemt- Custom Video Broadcaster
ML Fundamentals
Day3-Backend Code developemt- Custom Video Broadcaster
Krish Naik Beginner 1y ago
Day 2-AI Crash Course-Coding From Scratch Custom Video Broadcaster
ML Fundamentals
Day 2-AI Crash Course-Coding From Scratch Custom Video Broadcaster
Krish Naik Beginner 1y ago
Machine Learning System Design | Introduction | Lesson 1
ML Fundamentals
Machine Learning System Design | Introduction | Lesson 1
Learning Loop Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 16 - ConvNets and TreeRNNs
ML Fundamentals ⚡ AI Lesson
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 16 - ConvNets and TreeRNNs
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 18 - NLP, Linguistics, Philosophy
ML Fundamentals ⚡ AI Lesson
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 18 - NLP, Linguistics, Philosophy
Stanford Online Beginner 1y ago
Stanford CS224N: NLP w/ DL| Spring 2024 | Lecture 13 - Brain-Computer Interfaces, Chaofei Fan
ML Fundamentals
Stanford CS224N: NLP w/ DL| Spring 2024 | Lecture 13 - Brain-Computer Interfaces, Chaofei Fan
Stanford Online Beginner 1y ago
Stanford CS224N: NLP w/ DL | Spring 2024 | Lecture 12 - Efficient Training, Shikhar Murty
ML Fundamentals
Stanford CS224N: NLP w/ DL | Spring 2024 | Lecture 12 - Efficient Training, Shikhar Murty
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 11 - Benchmarking by Yann Dubois
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 11 - Benchmarking by Yann Dubois
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 6 - Sequence to Sequence Models
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 6 - Sequence to Sequence Models
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 5 - Recurrent Neural Networks
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 5 - Recurrent Neural Networks
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 4 - Dependency Parsing
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 4 - Dependency Parsing
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 3 - Backpropagation, Neural Network
ML Fundamentals ⚡ AI Lesson
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 3 - Backpropagation, Neural Network
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 2 - Word Vectors and Language Models
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 2 - Word Vectors and Language Models
Stanford Online Beginner 1y ago
Why Specialized MLOps Capabilities Are a Temporary Solution
ML Fundamentals
Why Specialized MLOps Capabilities Are a Temporary Solution
MLOps.community Intermediate 1y ago
Day 1-Live AI Crash Course-End To End Custom Video Broadcaster
ML Fundamentals
Day 1-Live AI Crash Course-End To End Custom Video Broadcaster
Krish Naik Beginner 1y ago
More people should start using Dev Containers in Visual Studio Code
ML Fundamentals ⚡ AI Lesson
More people should start using Dev Containers in Visual Studio Code
Underfitted Beginner 1y ago
📚 Continue on Coursera External links · Free to audit
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Data Prep for Machine Learning in Python
📚 External: Coursera ↗
Self-paced
Data Prep for Machine Learning in Python
Opens on Coursera ↗
Practical Machine Learning without Coding
📚 External: Coursera ↗
Self-paced
Practical Machine Learning without Coding
Opens on Coursera ↗
Build Decision Trees, SVMs, and Artificial Neural Networks
📚 External: Coursera ↗
Self-paced
Build Decision Trees, SVMs, and Artificial Neural Networks
Opens on Coursera ↗
Precalculus: Mathematical Modeling
📚 External: Coursera ↗
Self-paced
Precalculus: Mathematical Modeling
Opens on Coursera ↗
Machine Learning with Spark on Google Cloud Dataproc
📚 External: Coursera ↗
Self-paced
Machine Learning with Spark on Google Cloud Dataproc
Opens on Coursera ↗
Infraestrutura de IA: Cloud TPUs
📚 External: Coursera ↗
Self-paced
Infraestrutura de IA: Cloud TPUs
Opens on Coursera ↗