Foundations

ML Fundamentals

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

11,310
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
Twitter Posts Political Ideology Classification (Student Presentation, Group 15)
ML Fundamentals
Twitter Posts Political Ideology Classification (Student Presentation, Group 15)
Sebastian Raschka Beginner 5y ago
Unemployment Rate Forecasting using Machine Learning (Student Presentation, Group 3)
ML Fundamentals ⚡ AI Lesson
Unemployment Rate Forecasting using Machine Learning (Student Presentation, Group 3)
Sebastian Raschka Beginner 5y ago
Santa's Feature Store // MLOps Christmas
ML Fundamentals
Santa's Feature Store // MLOps Christmas
MLOps.community Beginner 5y ago
MLOps Community // For The Community, By The Community
ML Fundamentals
MLOps Community // For The Community, By The Community
MLOps.community Beginner 5y ago
Collaboration for ML Teams - Webinar Teaser with Charles Frye
ML Fundamentals
Collaboration for ML Teams - Webinar Teaser with Charles Frye
Weights & Biases Beginner 5y ago
Real-world application of the Central Limit Theorem (CLT)
ML Fundamentals
Real-world application of the Central Limit Theorem (CLT)
365 Data Science Beginner 5y ago
My YouTube setup (hardware and software) | Youtube Setup For Coding Channel
ML Fundamentals ⚡ AI Lesson
My YouTube setup (hardware and software) | Youtube Setup For Coding Channel
codebasics Beginner 5y ago
How I Would Learn Data Science in 2021 (What Has Changed?)
ML Fundamentals
How I Would Learn Data Science in 2021 (What Has Changed?)
Ken Jee Beginner 5y ago
Neural Networks from Scratch - P.6 Softmax Activation
ML Fundamentals ⚡ AI Lesson
Neural Networks from Scratch - P.6 Softmax Activation
sentdex Beginner 5y ago
What's the most challenging skill you needed to learn in your career? | 69,420 Subscribers Live Q&A
ML Fundamentals ⚡ AI Lesson
What's the most challenging skill you needed to learn in your career? | 69,420 Subscribers Live Q&A
Daniel Bourke Beginner 5y ago
Best computer vision competitions on Kaggle (for beginners)
ML Fundamentals
Best computer vision competitions on Kaggle (for beginners)
Abhishek Thakur Beginner 5y ago
¡Entrevista a ANDRES TORRUBIA! - Kaggle Master, Educación y el Futuro de la IA 🔥
ML Fundamentals
¡Entrevista a ANDRES TORRUBIA! - Kaggle Master, Educación y el Futuro de la IA 🔥
Dot CSV Beginner 5y ago
Superpowers for next gen web apps: Machine learning
ML Fundamentals ⚡ AI Lesson
Superpowers for next gen web apps: Machine learning
Chrome for Developers Beginner 5y ago
Machine Learning 101 - Whiteboard Friday
ML Fundamentals
Machine Learning 101 - Whiteboard Friday
Moz Beginner 5y ago
Discover high-quality online degrees on Coursera that suit your lifestyle, schedule, and budget
ML Fundamentals
Discover high-quality online degrees on Coursera that suit your lifestyle, schedule, and budget
Coursera Beginner 5y ago
Transform Your Life and Impact the World With Courses on Coursera
ML Fundamentals
Transform Your Life and Impact the World With Courses on Coursera
Coursera Beginner 5y ago
Best NLP competitions on Kaggle (to learn from)
ML Fundamentals
Best NLP competitions on Kaggle (to learn from)
Abhishek Thakur Beginner 5y ago
Michael Littman: Reinforcement Learning and the Future of AI | Lex Fridman Podcast #144
ML Fundamentals ⚡ AI Lesson
Michael Littman: Reinforcement Learning and the Future of AI | Lex Fridman Podcast #144
Lex Fridman Beginner 5y ago
Compete More Effectively on Kaggle using Weights & Biases
ML Fundamentals
Compete More Effectively on Kaggle using Weights & Biases
Weights & Biases Beginner 5y ago
TensorFlow.js Community "Show & Tell" #4
ML Fundamentals ⚡ AI Lesson
TensorFlow.js Community "Show & Tell" #4
TensorFlow Beginner 5y ago
Custom Handpose Gesture Detection with Tensorflow.Js and React.Js | Deep Learning Hand Tracking
ML Fundamentals
Custom Handpose Gesture Detection with Tensorflow.Js and React.Js | Deep Learning Hand Tracking
Nicholas Renotte Beginner 5y ago
PCA explained with intuition, a little math and code
ML Fundamentals ⚡ AI Lesson
PCA explained with intuition, a little math and code
AI Coffee Break with Letitia Beginner 5y ago
Are Neural Networks Intelligent?
ML Fundamentals ⚡ AI Lesson
Are Neural Networks Intelligent?
CodeEmporium Beginner 5y ago
Overfitting, Underfitting And Data Leakage Explanation With Simple Example
ML Fundamentals
Overfitting, Underfitting And Data Leakage Explanation With Simple Example
Krish Naik Beginner 5y ago
Deepmind's Alphafold2 Solves Protein Structures (Part 2) #shorts
ML Fundamentals ⚡ AI Lesson
Deepmind's Alphafold2 Solves Protein Structures (Part 2) #shorts
Data Professor Beginner 5y ago
Christmas GiveAway Osmo Coding Starter Kit!!! Enter To Win!!! ***CLOSED***
ML Fundamentals
Christmas GiveAway Osmo Coding Starter Kit!!! Enter To Win!!! ***CLOSED***
NPStation Beginner 5y ago
Deepmind's Alphafold2 Solves Protein Structures (Part 1) #shorts
ML Fundamentals
Deepmind's Alphafold2 Solves Protein Structures (Part 1) #shorts
Data Professor Beginner 5y ago
Deep Learning’s Most Important Ideas | Machine Learning Monthly November 2020
ML Fundamentals
Deep Learning’s Most Important Ideas | Machine Learning Monthly November 2020
Daniel Bourke Beginner 5y ago
Investing in Procurement Builds Resilience
ML Fundamentals
Investing in Procurement Builds Resilience
Saïd Business School, University of Oxford Beginner 5y ago
The opportunities with AI and machine learning
ML Fundamentals
The opportunities with AI and machine learning
Microsoft Research Beginner 5y ago
Recent Efforts Towards Efficient And Scalable Neural Waveform Coding
ML Fundamentals
Recent Efforts Towards Efficient And Scalable Neural Waveform Coding
Microsoft Research Beginner 5y ago
Using Machine Learning to Predict NBA Games (Student Presentation, Group 22)
ML Fundamentals ⚡ AI Lesson
Using Machine Learning to Predict NBA Games (Student Presentation, Group 22)
Sebastian Raschka Beginner 5y ago
SRE for ML Infra // Todd Underwood // MLOps Coffee Sessions #23
ML Fundamentals
SRE for ML Infra // Todd Underwood // MLOps Coffee Sessions #23
MLOps.community Beginner 5y ago
How To Move From Barely Doing BI to Doing AI // Joe Reis // MLOps Meetup #45
ML Fundamentals
How To Move From Barely Doing BI to Doing AI // Joe Reis // MLOps Meetup #45
MLOps.community Beginner 5y ago
Ep#7 - ML and Encryption - It's all about secure insights
ML Fundamentals
Ep#7 - ML and Encryption - It's all about secure insights
MLOps.community Beginner 5y ago
Ep#6 - Privacy-preserving ML with Differential Privacy
ML Fundamentals
Ep#6 - Privacy-preserving ML with Differential Privacy
MLOps.community Beginner 5y ago
Human-centric ML Infrastructure: A Netflix Original // Savin Goyal // MLOps Meetup #44
ML Fundamentals
Human-centric ML Infrastructure: A Netflix Original // Savin Goyal // MLOps Meetup #44
MLOps.community Beginner 5y ago
I got a chance to try NVIDIA A100 GPU via qblocks.cloud
ML Fundamentals
I got a chance to try NVIDIA A100 GPU via qblocks.cloud
Abhishek Thakur Beginner 5y ago
W&B Deep Learning Salon
ML Fundamentals
W&B Deep Learning Salon
Weights & Biases Beginner 5y ago
Diganta Mishra on smooth activations, robustness, and catastrophic forgetting
ML Fundamentals
Diganta Mishra on smooth activations, robustness, and catastrophic forgetting
Weights & Biases Beginner 5y ago
A Conversation with Seattle Data Guy // Benjamin Rogojan // MLOps Coffee Sessions #21
ML Fundamentals
A Conversation with Seattle Data Guy // Benjamin Rogojan // MLOps Coffee Sessions #21
MLOps.community Beginner 5y ago
Ep#5 - The intersection between DataOps and privacy
ML Fundamentals
Ep#5 - The intersection between DataOps and privacy
MLOps.community Beginner 5y ago
12.5 Extending Binary Metric to Multiclass Problems (L12 Model Eval 5: Performance Metrics)
ML Fundamentals
12.5 Extending Binary Metric to Multiclass Problems (L12 Model Eval 5: Performance Metrics)
Sebastian Raschka Beginner 5y ago
12.4 Receiver Operating Characteristic (L12 Model Eval 5: Performance Metrics)
ML Fundamentals ⚡ AI Lesson
12.4 Receiver Operating Characteristic (L12 Model Eval 5: Performance Metrics)
Sebastian Raschka Beginner 5y ago
12.3 Balanced Accuracy (L12 Model Eval 5: Performance Metrics)
ML Fundamentals
12.3 Balanced Accuracy (L12 Model Eval 5: Performance Metrics)
Sebastian Raschka Beginner 5y ago
12.2 Precision, Recall, and F1 Score (L12 Model Eval 5: Performance Metrics)
ML Fundamentals
12.2 Precision, Recall, and F1 Score (L12 Model Eval 5: Performance Metrics)
Sebastian Raschka Beginner 5y ago
12.1 Confusion Matrix (L12 Model Eval 5: Performance Metrics)
ML Fundamentals
12.1 Confusion Matrix (L12 Model Eval 5: Performance Metrics)
Sebastian Raschka Beginner 5y ago
12.0 Lecture Overview (L12 Model Eval 5: Performance Metrics)
ML Fundamentals
12.0 Lecture Overview (L12 Model Eval 5: Performance Metrics)
Sebastian Raschka Beginner 5y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Create Image Captioning Models - Bahasa Indonesia
📚 Coursera Course ↗
Self-paced
Create Image Captioning Models - Bahasa Indonesia
Opens on Coursera ↗
Physics of Oscillators and Waves
📚 Coursera Course ↗
Self-paced
Physics of Oscillators and Waves
Opens on Coursera ↗
Mastering Image Segmentation with PyTorch
📚 Coursera Course ↗
Self-paced
Mastering Image Segmentation with PyTorch
Opens on Coursera ↗
ML Pipelines on Google Cloud - Français
📚 Coursera Course ↗
Self-paced
ML Pipelines on Google Cloud - Français
Opens on Coursera ↗
Medical Neuroscience
📚 Coursera Course ↗
Self-paced
Medical Neuroscience
Opens on Coursera ↗
Math for AI beginner part 1 Linear Algebra
📚 Coursera Course ↗
Self-paced
Math for AI beginner part 1 Linear Algebra
Opens on Coursera ↗