Foundations

ML Fundamentals

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

11,302
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
Deep learning for (almost) any text classification problem (binary, multi-class, multi-label)
ML Fundamentals
Deep learning for (almost) any text classification problem (binary, multi-class, multi-label)
Abhishek Thakur Intermediate 5y ago
My YouTube setup (hardware and software) | Youtube Setup For Coding Channel
ML Fundamentals โšก AI Lesson
My YouTube setup (hardware and software) | Youtube Setup For Coding Channel
codebasics 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
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
Deploying Machine Learning Models Online with Watson Machine Learning | Python Scikit-Learn
ML Fundamentals
Deploying Machine Learning Models Online with Watson Machine Learning | Python Scikit-Learn
Nicholas Renotte Intermediate 5y ago
Productionizing Time-Series Workloads at Siemens Energy with Edgar Bahilo Rodriguez - #439
ML Fundamentals โšก AI Lesson
Productionizing Time-Series Workloads at Siemens Energy with Edgar Bahilo Rodriguez - #439
The TWIML AI Podcast with Sam Charrington Intermediate 5y ago
๐Ÿงน Tune Hyperparameters Easily with W&B Sweeps
ML Fundamentals โšก AI Lesson
๐Ÿงน Tune Hyperparameters Easily with W&B Sweeps
Weights & Biases Intermediate 5y ago
Neural Networks from Scratch - P.6 Softmax Activation
ML Fundamentals โšก 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 โšก 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
ยกEntrevista a ANDRES TORRUBIA! - Kaggle Master, Educaciรณn y el Futuro de la IA ๐Ÿ”ฅ
ML Fundamentals
ยกEntrevista a ANDRES TORRUBIA! - Kaggle Master, Educaciรณn y el Futuro de la IA ๐Ÿ”ฅ
Dot CSV 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
Pillars 1 & 2: Are We Close to a Deal? Other Views
ML Fundamentals
Pillars 1 & 2: Are We Close to a Deal? Other Views
Saรฏd Business School, University of Oxford Intermediate 5y ago
Pillars 1 & 2: Are We Close to a Deal? Views from the Inclusive Framework Steering Group
ML Fundamentals
Pillars 1 & 2: Are We Close to a Deal? Views from the Inclusive Framework Steering Group
Saรฏd Business School, University of Oxford Intermediate 5y ago
Superpowers for next gen web apps: Machine learning
ML Fundamentals โšก 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
Michael Littman: Reinforcement Learning and the Future of AI | Lex Fridman Podcast #144
ML Fundamentals โšก 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 โšก 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 โšก 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 โšก 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 โšก 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 Learningโ€™s Most Important Ideas | Machine Learning Monthly November 2020
ML Fundamentals
Deep Learningโ€™s Most Important Ideas | Machine Learning Monthly November 2020
Daniel Bourke Beginner 5y ago
Intelligent AI Chatbot in Python
ML Fundamentals โšก AI Lesson
Intelligent AI Chatbot in Python
NeuralNine Intermediate 5y ago
The opportunities with AI and machine learning
ML Fundamentals
The opportunities with AI and machine learning
Microsoft Research 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 โšก AI Lesson
12.4 Receiver Operating Characteristic (L12 Model Eval 5: Performance Metrics)
Sebastian Raschka 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
Best NLP competitions on Kaggle (to learn from)
ML Fundamentals
Best NLP competitions on Kaggle (to learn from)
Abhishek Thakur 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
Talks # 16: Issam Laradji; Build Large-Scale ML Projects & Manage Thousands of Experiments
ML Fundamentals
Talks # 16: Issam Laradji; Build Large-Scale ML Projects & Manage Thousands of Experiments
Abhishek Thakur Intermediate 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
Adrien Treuille โ€” Building Blazingly Fast Tools That People Love
ML Fundamentals
Adrien Treuille โ€” Building Blazingly Fast Tools That People Love
Weights & Biases Intermediate 5y ago
Investing in Procurement Builds Resilience
ML Fundamentals
Investing in Procurement Builds Resilience
Saรฏd Business School, University of Oxford 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
12.3 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
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Supervised Text Classification for Marketing Analytics
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Self-paced
Supervised Text Classification for Marketing Analytics
Opens on Coursera โ†—
Machine Learning Introduction for Everyone
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning Introduction for Everyone
Opens on Coursera โ†—
Machine Learning for Kyphosis Disease Classification
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning for Kyphosis Disease Classification
Opens on Coursera โ†—
Derivatives: a guide to calculation
๐Ÿ“š Coursera Course โ†—
Self-paced
Derivatives: a guide to calculation
Opens on Coursera โ†—
Fake News Detection with Machine Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Fake News Detection with Machine Learning
Opens on Coursera โ†—
Interest Rate Models
๐Ÿ“š Coursera Course โ†—
Self-paced
Interest Rate Models
Opens on Coursera โ†—