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
Neural Networks from Scratch - P.5 Hidden Layer Activation Functions
ML Fundamentals
Neural Networks from Scratch - P.5 Hidden Layer Activation Functions
sentdex Beginner 6y ago
Gradient Boosting Complete Maths Indepth Intuiton Explained| Machine Learning- Part2
ML Fundamentals
Gradient Boosting Complete Maths Indepth Intuiton Explained| Machine Learning- Part2
Krish Naik Beginner 6y ago
Exponential Progress of AI: Moore's Law, Bitter Lesson, and the Future of Computation
ML Fundamentals
Exponential Progress of AI: Moore's Law, Bitter Lesson, and the Future of Computation
Lex Fridman Beginner 6y ago
Machine Learning Foundations: Ep #3 - Convolutions and pooling
ML Fundamentals
Machine Learning Foundations: Ep #3 - Convolutions and pooling
Google for Developers Beginner 6y ago
Neural Network 3d Visualization Framework- Deep Learning
ML Fundamentals
Neural Network 3d Visualization Framework- Deep Learning
Krish Naik Beginner 6y ago
Deep Learning Salon by Weights & Biases
ML Fundamentals
Deep Learning Salon by Weights & Biases
Weights & Biases Beginner 6y ago
Dawn Song: Adversarial Machine Learning and Computer Security | Lex Fridman Podcast #95
ML Fundamentals ⚡ AI Lesson
Dawn Song: Adversarial Machine Learning and Computer Security | Lex Fridman Podcast #95
Lex Fridman Beginner 6y ago
The power tower puzzle | Ep. 8 Lockdown live math
ML Fundamentals
The power tower puzzle | Ep. 8 Lockdown live math
3Blue1Brown Beginner 6y ago
Math For Data Science | Practical reasons to learn math for Machine/Deep Learning
ML Fundamentals
Math For Data Science | Practical reasons to learn math for Machine/Deep Learning
Harshit Tyagi Beginner 6y ago
Why do you need Automation in Machine Learning
ML Fundamentals
Why do you need Automation in Machine Learning
MLOps.community Beginner 6y ago
MLOps is an Organizational Problem Not a Tech Problem
ML Fundamentals
MLOps is an Organizational Problem Not a Tech Problem
MLOps.community Beginner 6y ago
Get a Master's in Data Science or Computer Science From Illinois
ML Fundamentals
Get a Master's in Data Science or Computer Science From Illinois
Coursera Beginner 6y ago
Oxford Social Impact Webinar - What is the New Normal for Impact Investing During Covid-19
ML Fundamentals
Oxford Social Impact Webinar - What is the New Normal for Impact Investing During Covid-19
Saïd Business School, University of Oxford Beginner 6y ago
Jay's Visual Intro to AI
ML Fundamentals
Jay's Visual Intro to AI
Jay Alammar Beginner 6y ago
Keras Prerequisites - Getting Started with Neural Networks
ML Fundamentals ⚡ AI Lesson
Keras Prerequisites - Getting Started with Neural Networks
deeplizard Beginner 6y ago
Becoming a Data Scientist (To PhD or not to PhD)
ML Fundamentals
Becoming a Data Scientist (To PhD or not to PhD)
Data Professor Beginner 6y ago
How to get programming experience without having a job | 5 Tips on getting real coding experience
ML Fundamentals ⚡ AI Lesson
How to get programming experience without having a job | 5 Tips on getting real coding experience
codebasics Beginner 6y ago
Computer vision by building a neural network with TensorFlow | Machine Learning Foundations
ML Fundamentals
Computer vision by building a neural network with TensorFlow | Machine Learning Foundations
Google for Developers Beginner 6y ago
Pytorch Text Generator with character level LSTM
ML Fundamentals
Pytorch Text Generator with character level LSTM
Aladdin Persson Beginner 6y ago
Pytorch Bidirectional LSTM example
ML Fundamentals
Pytorch Bidirectional LSTM example
Aladdin Persson Beginner 6y ago
Webinar: Financial Aid for the Bachelor of Applied Arts and Sciences (B.A.A.S.) degree
ML Fundamentals
Webinar: Financial Aid for the Bachelor of Applied Arts and Sciences (B.A.A.S.) degree
Coursera Beginner 6y ago
Talks # 2: Subhaditya Mukherjee - Image restoration using Deep Learning: Dehazing
ML Fundamentals
Talks # 2: Subhaditya Mukherjee - Image restoration using Deep Learning: Dehazing
Abhishek Thakur Beginner 6y ago
LDA (Linear Discriminant Analysis) In Python - ML From Scratch 14 - Python Tutorial
ML Fundamentals ⚡ AI Lesson
LDA (Linear Discriminant Analysis) In Python - ML From Scratch 14 - Python Tutorial
Patrick Loeber Beginner 6y ago
How I Would Learn Data Science (If I Had to Start Over)
ML Fundamentals ⚡ AI Lesson
How I Would Learn Data Science (If I Had to Start Over)
Ken Jee Beginner 6y ago
Image Classification with Neural Networks in Python
ML Fundamentals ⚡ AI Lesson
Image Classification with Neural Networks in Python
NeuralNine Beginner 6y ago
Angela & Danielle — Designing ML Models for Millions of Consumer Robots
ML Fundamentals
Angela & Danielle — Designing ML Models for Millions of Consumer Robots
Weights & Biases Beginner 6y ago
Intro: A New Way to Start Linear Algebra
ML Fundamentals
Intro: A New Way to Start Linear Algebra
MIT OpenCourseWare Beginner 6y ago
Part 1: The Column Space of a Matrix
ML Fundamentals
Part 1: The Column Space of a Matrix
MIT OpenCourseWare Beginner 6y ago
Develop your Neural Network Like A Google Deep Learning Developer
ML Fundamentals
Develop your Neural Network Like A Google Deep Learning Developer
Krish Naik Beginner 6y ago
10 Years Deploying ML in the Enterprise: The Inside Scoop! // Charles Martin // MLOps meetup #9
ML Fundamentals
10 Years Deploying ML in the Enterprise: The Inside Scoop! // Charles Martin // MLOps meetup #9
MLOps.community Beginner 6y ago
Case Study of when things go wrong in ML
ML Fundamentals ⚡ AI Lesson
Case Study of when things go wrong in ML
MLOps.community Beginner 6y ago
Gradient Boosting In Depth Intuition- Part 1 Machine Learning
ML Fundamentals
Gradient Boosting In Depth Intuition- Part 1 Machine Learning
Krish Naik Beginner 6y ago
Monitoring for ML concept drift in a Covid Era
ML Fundamentals ⚡ AI Lesson
Monitoring for ML concept drift in a Covid Era
MLOps.community Beginner 6y ago
Have you really thought this ML platform through?
ML Fundamentals ⚡ AI Lesson
Have you really thought this ML platform through?
MLOps.community Beginner 6y ago
100% 0pen sourced ML pipeline \\ MLOps open sourced
ML Fundamentals
100% 0pen sourced ML pipeline \\ MLOps open sourced
MLOps.community Beginner 6y ago
Language or Vision - What's Harder? (Ilya Sutskever) | AI Podcast Clips
ML Fundamentals
Language or Vision - What's Harder? (Ilya Sutskever) | AI Podcast Clips
Lex Fridman Beginner 6y ago
Implementing Word Embedding Using Keras- NLP | Deep Learning
ML Fundamentals
Implementing Word Embedding Using Keras- NLP | Deep Learning
Krish Naik Beginner 6y ago
Machine Learning Challenge Or Competition For EveryOne Ft: Ineuron
ML Fundamentals
Machine Learning Challenge Or Competition For EveryOne Ft: Ineuron
Krish Naik Beginner 6y ago
Ilya Sutskever: Deep Learning | Lex Fridman Podcast #94
ML Fundamentals ⚡ AI Lesson
Ilya Sutskever: Deep Learning | Lex Fridman Podcast #94
Lex Fridman Beginner 6y ago
Pytorch RNN example (Recurrent Neural Network)
ML Fundamentals ⚡ AI Lesson
Pytorch RNN example (Recurrent Neural Network)
Aladdin Persson Beginner 6y ago
Word Embedding - Natural  Language Processing| Deep Learning
ML Fundamentals
Word Embedding - Natural Language Processing| Deep Learning
Krish Naik Beginner 6y ago
FAKE NEWS CLASSIFIER WITH MACHINE LEARNING ALGORITHMS USING Natural Language Processing- PART 2
ML Fundamentals
FAKE NEWS CLASSIFIER WITH MACHINE LEARNING ALGORITHMS USING Natural Language Processing- PART 2
Krish Naik Beginner 6y ago
FAKE NEWS CLASSIFIER WITH MACHINE LEARNING ALGORITHMS USING Natural Language Processing- PART 1
ML Fundamentals
FAKE NEWS CLASSIFIER WITH MACHINE LEARNING ALGORITHMS USING Natural Language Processing- PART 1
Krish Naik Beginner 6y ago
Machine Learning Foundations: Ep #1 - What is ML?
ML Fundamentals
Machine Learning Foundations: Ep #1 - What is ML?
Google for Developers Beginner 6y ago
Daphne Koller: Biomedicine and Machine Learning | Lex Fridman Podcast #93
ML Fundamentals
Daphne Koller: Biomedicine and Machine Learning | Lex Fridman Podcast #93
Lex Fridman Beginner 6y ago
Part 5: Singular Values and Singular Vectors
ML Fundamentals
Part 5: Singular Values and Singular Vectors
MIT OpenCourseWare Beginner 6y ago
Machine Learning-Bias And Variance In Depth Intuition| Overfitting Underfitting
ML Fundamentals
Machine Learning-Bias And Variance In Depth Intuition| Overfitting Underfitting
Krish Naik Beginner 6y ago
Avoiding buzzwords when hiring for data scientists
ML Fundamentals ⚡ AI Lesson
Avoiding buzzwords when hiring for data scientists
MLOps.community Beginner 6y ago
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Naive Bayes 101: Resume Selection with Machine Learning
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Matrix Factorization and Advanced Techniques
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Precalculus: Relations and Functions
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