Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

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lessons
Skills in this topic
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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
5 functions you need to know to understand ML || A story of mathematical intuition.
ML Fundamentals
5 functions you need to know to understand ML || A story of mathematical intuition.
Paper in a Pod Beginner 1y ago
How Rad AI uses Weights & Biases to revolutionize radiology
ML Fundamentals
How Rad AI uses Weights & Biases to revolutionize radiology
Weights & Biases Beginner 1y ago
Passing Image Data to CNNs ๐Ÿ“ธ - Channel-Based Features ๐ŸŒˆ - Topic 265 #ai #ml
ML Fundamentals
Passing Image Data to CNNs ๐Ÿ“ธ - Channel-Based Features ๐ŸŒˆ - Topic 265 #ai #ml
deeplizard Beginner 1y ago
How to learn Deep Learning 2025
ML Fundamentals
How to learn Deep Learning 2025
Aladdin Persson Beginner 1y ago
10 Online Learning Benefits You Never Knew! ๐Ÿ“š
ML Fundamentals
10 Online Learning Benefits You Never Knew! ๐Ÿ“š
Coursera Beginner 1y ago
Generative AI as it best with Python, OpenAI, and the Murf API (I stole this example)
ML Fundamentals
Generative AI as it best with Python, OpenAI, and the Murf API (I stole this example)
Underfitted Beginner 1y ago
Create Diagrams in Minutes with Napkin AI! ๐Ÿง โœจ
ML Fundamentals
Create Diagrams in Minutes with Napkin AI! ๐Ÿง โœจ
Analytics Vidhya Beginner 1y ago
What Is Quantum Computers and How Will It Change Everything?
ML Fundamentals
What Is Quantum Computers and How Will It Change Everything?
Jean Lee Beginner 1y ago
Evolution of Neural Networks: Zero to Hero
ML Fundamentals
Evolution of Neural Networks: Zero to Hero
CodeEmporium Beginner 1y ago
Understanding Convolutional Filters โš™๏ธ - CNN Architecture ๐Ÿ›๏ธ - Topic 264 #ai #ml
ML Fundamentals
Understanding Convolutional Filters โš™๏ธ - CNN Architecture ๐Ÿ›๏ธ - Topic 264 #ai #ml
deeplizard Beginner 1y ago
Building a Machine Learning Portfolio
ML Fundamentals
Building a Machine Learning Portfolio
Aladdin Persson Beginner 1y ago
Can AI Help You Talk to Pets? ๐Ÿถ๐Ÿค–
ML Fundamentals
Can AI Help You Talk to Pets? ๐Ÿถ๐Ÿค–
GeeksforGeeks Beginner 1y ago
Data Meets Machine Learning - Marc Millstone
ML Fundamentals
Data Meets Machine Learning - Marc Millstone
Outerbounds Beginner 1y ago
Don't Start Data Science Without Knowing This! ๐Ÿ˜จ| Roadmap , Prerequisites & Salary
ML Fundamentals
Don't Start Data Science Without Knowing This! ๐Ÿ˜จ| Roadmap , Prerequisites & Salary
AI Coach John (Tamil) Beginner 1y ago
Want to Shape AI's Future? Become an AI Architect!
ML Fundamentals
Want to Shape AI's Future? Become an AI Architect!
Coursera Beginner 1y ago
This might be stupid, but I don't debug my code anymore
ML Fundamentals
This might be stupid, but I don't debug my code anymore
Underfitted Beginner 1y ago
Tutorial: AMT Coding Challenge (OUCC) Python Lesson. Same Close Diffrerent, Countdown.
ML Fundamentals
Tutorial: AMT Coding Challenge (OUCC) Python Lesson. Same Close Diffrerent, Countdown.
Creator Academy Australia Beginner 1y ago
Introducing Hal Kirkwood, Bodleian Business Librarian #oxforduniversity #booktube
ML Fundamentals
Introducing Hal Kirkwood, Bodleian Business Librarian #oxforduniversity #booktube
Saรฏd Business School, University of Oxford Beginner 1y ago
Gradient Descent in 100 Seconds
ML Fundamentals
Gradient Descent in 100 Seconds
Infinite Codes Beginner 1y ago
TWed Talk: Thilanka Munasinghe (26 Mar 2025)
ML Fundamentals
TWed Talk: Thilanka Munasinghe (26 Mar 2025)
Tetherless World Beginner 1y ago
End to End Gen AI Course | Session 16 | Build LLM Model | Calculate Training and Validation Loss
ML Fundamentals
End to End Gen AI Course | Session 16 | Build LLM Model | Calculate Training and Validation Loss
GEN AI hub Beginner 1y ago
Stock Market for Beginners | How to predict Indian Market in 2025?
ML Fundamentals
Stock Market for Beginners | How to predict Indian Market in 2025?
GeeksforGeeks Beginner 1y ago
How FAST Can You Become an AI or ML Engineer?
ML Fundamentals
How FAST Can You Become an AI or ML Engineer?
Jean Lee Beginner 1y ago
Inspired in Oxford | The Noe San | Bank Governance Programme
ML Fundamentals
Inspired in Oxford | The Noe San | Bank Governance Programme
Saรฏd Business School, University of Oxford Beginner 1y ago
From self-learning to teachingโ€”how Jay Alammar cracked Machine Learning! #machinelearning #podcast
ML Fundamentals
From self-learning to teachingโ€”how Jay Alammar cracked Machine Learning! #machinelearning #podcast
Data Science Dojo Beginner 1y ago
How google translation works? #scienceandtechnology #aitranslator #techintamil
ML Fundamentals
How google translation works? #scienceandtechnology #aitranslator #techintamil
Arivi by HCL GUVI Beginner 1y ago
Quantum AI Revolution: Enhancing Machine Learning with Qubits | PwC | Edureka
ML Fundamentals
Quantum AI Revolution: Enhancing Machine Learning with Qubits | PwC | Edureka
edureka! Beginner 1y ago
Live Q&A- Away From Home
ML Fundamentals
Live Q&A- Away From Home
Krish Naik Beginner 1y ago
Understanding Reinforcement Learning from Human Feedback (RLHF)
11:39
ML Fundamentals
Understanding Reinforcement Learning from Human Feedback (RLHF)
Victor Leung Beginner 1y ago
AI & Data Fest 2025 #shorts #codebasics #data #dataanalyst
ML Fundamentals
AI & Data Fest 2025 #shorts #codebasics #data #dataanalyst
codebasics 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
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
Criminal Networks
Data Skeptic Beginner 1y ago
Evolution of back propagation: Who invented it?
ML Fundamentals
Evolution of back propagation: Who invented it?
CodeEmporium Beginner 1y ago
The Simple Genius of the Medical Match
ML Fundamentals
The Simple Genius of the Medical Match
ritvikmath Beginner 1y ago
Sparse vs Dense Connections in Layers ๐ŸŒ - Neural Network Insights ๐Ÿ”ฌ - Topic 263 #ai #ml
ML Fundamentals
Sparse vs Dense Connections in Layers ๐ŸŒ - Neural Network Insights ๐Ÿ”ฌ - Topic 263 #ai #ml
deeplizard Beginner 1y ago
AI and Global Competitiveness with Ylli Bajraktari
ML Fundamentals
AI and Global Competitiveness with Ylli Bajraktari
Coursera Beginner 1y ago
Overfitting vs Underfitting
ML Fundamentals
Overfitting vs Underfitting
Aladdin Persson Beginner 1y ago
Difference between AI vs ML vs DL
ML Fundamentals
Difference between AI vs ML vs DL
Aladdin Persson Beginner 1y ago
Image Data Processing in CNNs ๐Ÿ–ผ๏ธ - Network Layers Explained ๐Ÿ“š - Topic 262 #ai #ml
ML Fundamentals
Image Data Processing in CNNs ๐Ÿ–ผ๏ธ - Network Layers Explained ๐Ÿ“š - Topic 262 #ai #ml
deeplizard Beginner 1y ago
Embeddings in Machine Learning - Explained
ML Fundamentals
Embeddings in Machine Learning - Explained
Aladdin Persson Beginner 1y ago
The Truth About LeetCode Problems
ML Fundamentals
The Truth About LeetCode Problems
Jean Lee Beginner 1y ago
Convolutional vs Fully Connected Layers ๐Ÿง  - CNN Deep Dive ๐Ÿ” - Topic 261 #ai #ml
ML Fundamentals
Convolutional vs Fully Connected Layers ๐Ÿง  - CNN Deep Dive ๐Ÿ” - Topic 261 #ai #ml
deeplizard Beginner 1y ago
AI Engineer Career in 70 Seconds ๐Ÿค–
ML Fundamentals
AI Engineer Career in 70 Seconds ๐Ÿค–
Coursera Beginner 1y ago
I'm 40. If You're in Your 20s Watch This.
ML Fundamentals
I'm 40. If You're in Your 20s Watch This.
Jean Lee 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
From courtroom to classroom | Oxford Bank Governance Programme
ML Fundamentals
From courtroom to classroom | Oxford Bank Governance Programme
Saรฏd Business School, University of Oxford Beginner 1y ago
CNN Filter Values ๐Ÿ‹๏ธ - Learning to Detect Patterns ๐ŸŽฏ - Topic 260 #ai #ml
ML Fundamentals
CNN Filter Values ๐Ÿ‹๏ธ - Learning to Detect Patterns ๐ŸŽฏ - Topic 260 #ai #ml
deeplizard Beginner 1y ago
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Introduรงรฃo ร  IA e ao machine learning no Google Cloud
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