Foundations

ML Fundamentals

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

11,302
lessons
Skills in this topic
View full skill map โ†’
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
Minimum Laptop Configuration To Start With Machine Learning And Deep Learning๐Ÿ’ป๐Ÿ’ป๐Ÿ’ป๐Ÿ’ป๐Ÿ’ป๐Ÿ’ป
ML Fundamentals
Minimum Laptop Configuration To Start With Machine Learning And Deep Learning๐Ÿ’ป๐Ÿ’ป๐Ÿ’ป๐Ÿ’ป๐Ÿ’ป๐Ÿ’ป
Krish Naik Beginner 4y ago
Generate Python Faster with Mitoโญ โญ โญ โญ
ML Fundamentals
Generate Python Faster with Mitoโญ โญ โญ โญ
Krish Naik Beginner 4y ago
Writing a Python Script to Check If Any ACs Are Available Every 5 Minutes
ML Fundamentals
Writing a Python Script to Check If Any ACs Are Available Every 5 Minutes
CS Dojo Beginner 4y ago
How to build machine learning models for drug discovery using PaDELPy
ML Fundamentals
How to build machine learning models for drug discovery using PaDELPy
Data Professor Beginner 4y ago
Chow Yun Fat DeepFake
ML Fundamentals
Chow Yun Fat DeepFake
Creator Academy Australia Beginner 4y ago
W&B Fastbook Reading Group โ€” 4. Going Deeper into Computer Vision
ML Fundamentals
W&B Fastbook Reading Group โ€” 4. Going Deeper into Computer Vision
Weights & Biases Beginner 4y ago
BERT Model for Toxic Comment Classification (with GitHub Copilot's help)
ML Fundamentals โšก AI Lesson
BERT Model for Toxic Comment Classification (with GitHub Copilot's help)
Abhishek Thakur Beginner 4y ago
Self-driving from VISION ONLY - Tesla's self-driving progress by Andrej Karpathy (Talk Analysis)
ML Fundamentals
Self-driving from VISION ONLY - Tesla's self-driving progress by Andrej Karpathy (Talk Analysis)
Yannic Kilcher Beginner 4y ago
Teaching an RC car to drive itself
ML Fundamentals
Teaching an RC car to drive itself
Weights & Biases Beginner 4y ago
Deep Unsupervised Learning for Climate Informatics with Claire Monteleoni - #497
ML Fundamentals โšก AI Lesson
Deep Unsupervised Learning for Climate Informatics with Claire Monteleoni - #497
The TWIML AI Podcast with Sam Charrington Beginner 4y ago
Use cross_val_score and GridSearchCV on a Pipeline
ML Fundamentals โšก AI Lesson
Use cross_val_score and GridSearchCV on a Pipeline
Data School Beginner 4y ago
All Python Libraries You Need For Machine Learning And Data Science
ML Fundamentals
All Python Libraries You Need For Machine Learning And Data Science
Patrick Loeber Beginner 4y ago
PyTorch Community Voices | Distributed PyTorch with Ray | Michael & Richard
ML Fundamentals
PyTorch Community Voices | Distributed PyTorch with Ray | Michael & Richard
PyTorch Beginner 4y ago
AI Weekly Update - June 30th, 2021 (#37!)
ML Fundamentals โšก AI Lesson
AI Weekly Update - June 30th, 2021 (#37!)
Connor Shorten Beginner 4y ago
Coding Word2Vec : Natural Language Processing
ML Fundamentals
Coding Word2Vec : Natural Language Processing
ritvikmath Beginner 4y ago
Three reasons not to use drop='first' with OneHotEncoder
ML Fundamentals
Three reasons not to use drop='first' with OneHotEncoder
Data School Beginner 4y ago
The Molecular Basis of Life
ML Fundamentals โšก AI Lesson
The Molecular Basis of Life
arXiv Insights Beginner 4y ago
Engineering MLOps // Emmanuel Raj // MLOps Meetup #69
ML Fundamentals โšก AI Lesson
Engineering MLOps // Emmanuel Raj // MLOps Meetup #69
MLOps.community Beginner 4y ago
Maximizing Performance for Distributed Deep Learning with NVIDIA SHARP (HGX)
ML Fundamentals
Maximizing Performance for Distributed Deep Learning with NVIDIA SHARP (HGX)
NVIDIA Developer Beginner 4y ago
Build a ML Classification Model in 12 Lines with PyCaret
ML Fundamentals โšก AI Lesson
Build a ML Classification Model in 12 Lines with PyCaret
Nicholas Renotte Beginner 4y ago
What is the Jax Deep Learning Framework?
ML Fundamentals โšก AI Lesson
What is the Jax Deep Learning Framework?
Roboflow Beginner 4y ago
Panels # 1: What it takes to become a Quadruple Kaggle Grandmaster?
ML Fundamentals
Panels # 1: What it takes to become a Quadruple Kaggle Grandmaster?
Abhishek Thakur Beginner 4y ago
Build A Machine Learning iOS App | PyTorch Mobile Deployment
ML Fundamentals
Build A Machine Learning iOS App | PyTorch Mobile Deployment
Patrick Loeber Beginner 4y ago
L3.4 Feynman Calculus: Higher-Order Diagrams
ML Fundamentals
L3.4 Feynman Calculus: Higher-Order Diagrams
MIT OpenCourseWare Beginner 4y ago
L3.5 Feynman Calculus: Divergency
ML Fundamentals
L3.5 Feynman Calculus: Divergency
MIT OpenCourseWare Beginner 4y ago
Building AI models for healthcare (ML Tech Talks)
ML Fundamentals โšก AI Lesson
Building AI models for healthcare (ML Tech Talks)
TensorFlow Beginner 4y ago
SGT Model Deployment Working Group June 22, 2021 Meeting
ML Fundamentals
SGT Model Deployment Working Group June 22, 2021 Meeting
MLOps.community Beginner 4y ago
Expected Values for Continuous Variables!!!
ML Fundamentals โšก AI Lesson
Expected Values for Continuous Variables!!!
StatQuest with Josh Starmer Beginner 4y ago
Sign Language Detection using ACTION RECOGNITION with Python | LSTM Deep Learning Model
ML Fundamentals
Sign Language Detection using ACTION RECOGNITION with Python | LSTM Deep Learning Model
Nicholas Renotte Beginner 4y ago
An Overview of the PyTorch Mobile Demo Apps
ML Fundamentals โšก AI Lesson
An Overview of the PyTorch Mobile Demo Apps
PyTorch Beginner 4y ago
Data Scientist vs. Machine Learning Engineer
ML Fundamentals
Data Scientist vs. Machine Learning Engineer
DeepLearningAI Beginner 4y ago
Intro to graph neural networks (ML Tech Talks)
ML Fundamentals โšก AI Lesson
Intro to graph neural networks (ML Tech Talks)
TensorFlow Beginner 4y ago
Azure AI Fundamentals Certification (AI-900) - Full Course to PASS the Exam
ML Fundamentals
Azure AI Fundamentals Certification (AI-900) - Full Course to PASS the Exam
freeCodeCamp.org Beginner 4y ago
Video tutorial demonstrating SOLOIST: building task bots at scale
ML Fundamentals
Video tutorial demonstrating SOLOIST: building task bots at scale
Microsoft Research Beginner 4y ago
The Jacobian : Data Science Basics
ML Fundamentals โšก AI Lesson
The Jacobian : Data Science Basics
ritvikmath Beginner 4y ago
Writing Machine Learning Pipelines And Deep Learning Code Using Github Copilot โญโญโญโญโญโญ
ML Fundamentals
Writing Machine Learning Pipelines And Deep Learning Code Using Github Copilot โญโญโญโญโญโญ
Krish Naik Beginner 4y ago
Amelia & Filip โ€”ย How Pandora Deploys ML Models into Production
ML Fundamentals
Amelia & Filip โ€”ย How Pandora Deploys ML Models into Production
Weights & Biases Beginner 4y ago
W&B Fastbook Reading Group โ€” 3. DL Models in Production & Ethical Considerations
ML Fundamentals
W&B Fastbook Reading Group โ€” 3. DL Models in Production & Ethical Considerations
Weights & Biases Beginner 4y ago
L3.2 Feynman Calculus: Fermi's Golden Rule
ML Fundamentals
L3.2 Feynman Calculus: Fermi's Golden Rule
MIT OpenCourseWare Beginner 4y ago
L3.3 Feynman Calculus: Toy Theory
ML Fundamentals
L3.3 Feynman Calculus: Toy Theory
MIT OpenCourseWare Beginner 4y ago
L3.1 Feynman Calculus: Introduction
ML Fundamentals โšก AI Lesson
L3.1 Feynman Calculus: Introduction
MIT OpenCourseWare Beginner 4y ago
HistGradientBoostingClassifier natively supports missing values
ML Fundamentals
HistGradientBoostingClassifier natively supports missing values
Data School Beginner 4y ago
W&B Fastbook Reading Group โ€” 2.  DL Models in Production & Validation Sets
ML Fundamentals
W&B Fastbook Reading Group โ€” 2. DL Models in Production & Validation Sets
Weights & Biases Beginner 4y ago
Examine the intermediate steps in a Pipeline
ML Fundamentals โšก AI Lesson
Examine the intermediate steps in a Pipeline
Data School Beginner 4y ago
Matthew Davis โ€” Bringing Genetic Insights to Everyone
ML Fundamentals
Matthew Davis โ€” Bringing Genetic Insights to Everyone
Weights & Biases Beginner 4y ago
Twitch Affecting Felipe's Career // Felipe Campos Penha// Meetup #63 short clip
ML Fundamentals
Twitch Affecting Felipe's Career // Felipe Campos Penha// Meetup #63 short clip
MLOps.community Beginner 4y ago
9. Understanding torch.nn
ML Fundamentals โšก AI Lesson
9. Understanding torch.nn
Abhishek Thakur Beginner 4y ago
8. Training and validation loops in PyTorch
ML Fundamentals โšก AI Lesson
8. Training and validation loops in PyTorch
Abhishek Thakur Beginner 4y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
TensorFlow Prediction: Identify Penguin Species
๐Ÿ“š Coursera Course โ†—
Self-paced
TensorFlow Prediction: Identify Penguin Species
Opens on Coursera โ†—
ML Algorithms
๐Ÿ“š Coursera Course โ†—
Self-paced
ML Algorithms
Opens on Coursera โ†—
Deploy ML Models to Production
๐Ÿ“š Coursera Course โ†—
Self-paced
Deploy ML Models to Production
Opens on Coursera โ†—
Approximation Algorithms
๐Ÿ“š Coursera Course โ†—
Self-paced
Approximation Algorithms
Opens on Coursera โ†—
Foundations of Probability and Random Variables
๐Ÿ“š Coursera Course โ†—
Self-paced
Foundations of Probability and Random Variables
Opens on Coursera โ†—
Machine Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning
Opens on Coursera โ†—