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
Noam Chomsky: Deep Learning is Useful but It Doesn't Tell You Anything about Human Language
ML Fundamentals
Noam Chomsky: Deep Learning is Useful but It Doesn't Tell You Anything about Human Language
Lex Fridman Beginner 6y ago
Ancient Text Restoration
ML Fundamentals
Ancient Text Restoration
Data Skeptic Beginner 6y ago
PCA (Principal Component Analysis) in Python - Machine Learning From Scratch 11 - Python Tutorial
ML Fundamentals
PCA (Principal Component Analysis) in Python - Machine Learning From Scratch 11 - Python Tutorial
Patrick Loeber Beginner 6y ago
Noam Chomsky: Language, Cognition, and Deep Learning | Lex Fridman Podcast #53
ML Fundamentals
Noam Chomsky: Language, Cognition, and Deep Learning | Lex Fridman Podcast #53
Lex Fridman Beginner 6y ago
SEO Beyond Google: How to Rank On The Best Alternative Search Engine | YouTube SEO
ML Fundamentals
SEO Beyond Google: How to Rank On The Best Alternative Search Engine | YouTube SEO
Neil Patel Beginner 6y ago
Introducción a las redes neuronales convolucionales (ML Zero to Hero, parte 3)
ML Fundamentals
Introducción a las redes neuronales convolucionales (ML Zero to Hero, parte 3)
TensorFlow Beginner 6y ago
Computer vision básica con ML (ML Zero to Hero, parte 2)
ML Fundamentals
Computer vision básica con ML (ML Zero to Hero, parte 2)
TensorFlow Beginner 6y ago
Random Forest in Python - Machine Learning From Scratch 10 - Python Tutorial
ML Fundamentals
Random Forest in Python - Machine Learning From Scratch 10 - Python Tutorial
Patrick Loeber Beginner 6y ago
How Can A Non Technical Person Become Data Scientist
ML Fundamentals
How Can A Non Technical Person Become Data Scientist
Krish Naik Advanced 6y ago
ML Ops
ML Fundamentals
ML Ops
Data Skeptic Beginner 6y ago
AI VS ML VS DL VS Data Science
ML Fundamentals
AI VS ML VS DL VS Data Science
Krish Naik Beginner 6y ago
The Truth Behind Matrix Multiplication :  Data Science Basics
ML Fundamentals
The Truth Behind Matrix Multiplication : Data Science Basics
ritvikmath Beginner 6y ago
Building a Native Simple Command Line Interface with Dart2Native
ML Fundamentals
Building a Native Simple Command Line Interface with Dart2Native
Tensor Programming Beginner 6y ago
Machine Learning Tutorial Python - 16: Hyper parameter Tuning (GridSearchCV)
ML Fundamentals
Machine Learning Tutorial Python - 16: Hyper parameter Tuning (GridSearchCV)
codebasics Beginner 6y ago
Python Machine Learning & AI Mega Course - Learn 4 Different Areas of ML & AI
ML Fundamentals
Python Machine Learning & AI Mega Course - Learn 4 Different Areas of ML & AI
Tech With Tim Beginner 6y ago
Crazy Matrix Multiplication Speedup : Data Science Code
ML Fundamentals
Crazy Matrix Multiplication Speedup : Data Science Code
ritvikmath Intermediate 6y ago
AI is Industrializing Discovery
ML Fundamentals
AI is Industrializing Discovery
a16z Beginner 6y ago
Assembly language vs. machine code — 6502 part 3
ML Fundamentals
Assembly language vs. machine code — 6502 part 3
Ben Eater Intermediate 6y ago
The Next Generation of Self-Driving Engineers with Aaron Ma - Talk #318
ML Fundamentals
The Next Generation of Self-Driving Engineers with Aaron Ma - Talk #318
The TWIML AI Podcast with Sam Charrington Advanced 6y ago
Gradient Descent - THE MATH YOU SHOULD KNOW
ML Fundamentals
Gradient Descent - THE MATH YOU SHOULD KNOW
CodeEmporium Advanced 6y ago
Machine Learning Tutorial Python - 15:  Naive Bayes Classifier Algorithm Part 2
ML Fundamentals
Machine Learning Tutorial Python - 15: Naive Bayes Classifier Algorithm Part 2
codebasics Beginner 6y ago
Spiking Neural Networks: A Primer with Dr. Terrence Sejnowski - #317
ML Fundamentals
Spiking Neural Networks: A Primer with Dr. Terrence Sejnowski - #317
The TWIML AI Podcast with Sam Charrington Advanced 6y ago
TWed Talk: Jim McCusker, "OWL at the Crossroads Set Theory, Graph Theory, Logic, and Computability"
ML Fundamentals
TWed Talk: Jim McCusker, "OWL at the Crossroads Set Theory, Graph Theory, Logic, and Computability"
Tetherless World Beginner 6y ago
Gilbert Strang: Why People Like Math
ML Fundamentals
Gilbert Strang: Why People Like Math
Lex Fridman Beginner 6y ago
Gilbert Strang: Singular Value Decomposition
ML Fundamentals
Gilbert Strang: Singular Value Decomposition
Lex Fridman Beginner 6y ago
Gilbert Strang: MIT OpenCourseWare (OCW)
ML Fundamentals
Gilbert Strang: MIT OpenCourseWare (OCW)
Lex Fridman Beginner 6y ago
Gilbert Strang: Teaching Math by Example
ML Fundamentals
Gilbert Strang: Teaching Math by Example
Lex Fridman Beginner 6y ago
Introducción a Machine Learning (ML Zero to Hero, parte 1)
ML Fundamentals
Introducción a Machine Learning (ML Zero to Hero, parte 1)
TensorFlow Beginner 6y ago
Construye un clasificador de imagen (ML Zero to Hero, parte 4)
ML Fundamentals
Construye un clasificador de imagen (ML Zero to Hero, parte 4)
TensorFlow Beginner 6y ago
Gilbert Strang: Four Fundamental Subspaces of Linear Algebra
ML Fundamentals
Gilbert Strang: Four Fundamental Subspaces of Linear Algebra
Lex Fridman Beginner 6y ago
Gilbert Strang: Linear Algebra vs Calculus
ML Fundamentals
Gilbert Strang: Linear Algebra vs Calculus
Lex Fridman Beginner 6y ago
Gilbert Strang: Linear Algebra, Teaching, and MIT OpenCourseWare | Lex Fridman Podcast #52
ML Fundamentals
Gilbert Strang: Linear Algebra, Teaching, and MIT OpenCourseWare | Lex Fridman Podcast #52
Lex Fridman Intermediate 6y ago
Hiring Process Of Data Scientist and Interns
ML Fundamentals
Hiring Process Of Data Scientist and Interns
Krish Naik Intermediate 6y ago
Best Programming Practices For Data Science
ML Fundamentals
Best Programming Practices For Data Science
Krish Naik Intermediate 6y ago
Decision Tree in Python Part 2/2 - Machine Learning From Scratch 09 - Python Tutorial
ML Fundamentals
Decision Tree in Python Part 2/2 - Machine Learning From Scratch 09 - Python Tutorial
Patrick Loeber Beginner 6y ago
Inside TensorFlow: Graph rewriting (Macros, not functions)
ML Fundamentals
Inside TensorFlow: Graph rewriting (Macros, not functions)
TensorFlow Intermediate 6y ago
Decision Tree in Python Part 1/2 - Machine Learning From Scratch 08 - Python Tutorial
ML Fundamentals
Decision Tree in Python Part 1/2 - Machine Learning From Scratch 08 - Python Tutorial
Patrick Loeber Beginner 6y ago
What are the Prerequisites To Learn Data Science
ML Fundamentals
What are the Prerequisites To Learn Data Science
Krish Naik Beginner 6y ago
Construire un classifieur d'images (Coding TensorFlow en français)
ML Fundamentals
Construire un classifieur d'images (Coding TensorFlow en français)
TensorFlow Intermediate 6y ago
Introduction aux réseaux neuronaux convolutionnel (Coding TensorFlow en français)
ML Fundamentals
Introduction aux réseaux neuronaux convolutionnel (Coding TensorFlow en français)
TensorFlow Beginner 6y ago
Vision par Ordinateur à l’aide de l’Apprentissage Automatique (Coding TensorFlow en français)
ML Fundamentals
Vision par Ordinateur à l’aide de l’Apprentissage Automatique (Coding TensorFlow en français)
TensorFlow Intermediate 6y ago
Introduction à l'apprentissage automatique (Coding TensorFlow en français)
ML Fundamentals
Introduction à l'apprentissage automatique (Coding TensorFlow en français)
TensorFlow Beginner 6y ago
Top 5 Technology To Learn in 2020
ML Fundamentals
Top 5 Technology To Learn in 2020
Krish Naik Beginner 6y ago
Apply Data Science Technique In Your Domain
ML Fundamentals
Apply Data Science Technique In Your Domain
Krish Naik Intermediate 6y ago
What Are Data Products?
ML Fundamentals
What Are Data Products?
Krish Naik Intermediate 6y ago
Elon Musk: Brain Computer Interfaces - Machine Learning and Neuroplasticity
ML Fundamentals
Elon Musk: Brain Computer Interfaces - Machine Learning and Neuroplasticity
Lex Fridman Beginner 6y ago
Inside TensorFlow: MLIR for TF developers
ML Fundamentals
Inside TensorFlow: MLIR for TF developers
TensorFlow Intermediate 6y ago
Introdução às redes neurais convolucionais (ML de Zero a 100, parte 3)
ML Fundamentals
Introdução às redes neurais convolucionais (ML de Zero a 100, parte 3)
TensorFlow Beginner 6y ago
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