Foundations

ML Fundamentals

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

11,339
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
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 magic for your web application with TensorFlow.js (Chrome Dev Summit 2019)
ML Fundamentals
Machine Learning magic for your web application with TensorFlow.js (Chrome Dev Summit 2019)
Chrome for Developers 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
Decision Tree in Python Part 2/2 - Machine Learning From Scratch 09 - Python Tutorial
ML Fundamentals ⚡ AI Lesson
Decision Tree in Python Part 2/2 - Machine Learning From Scratch 09 - Python Tutorial
Patrick Loeber Beginner 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
AI is Industrializing Discovery
ML Fundamentals ⚡ AI Lesson
AI is Industrializing Discovery
a16z 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
Introduction aux réseaux neuronaux convolutionnel (Coding TensorFlow en français)
ML Fundamentals ⚡ AI Lesson
Introduction aux réseaux neuronaux convolutionnel (Coding TensorFlow en français)
TensorFlow Beginner 6y ago
Introduction à l'apprentissage automatique (Coding TensorFlow en français)
ML Fundamentals ⚡ AI Lesson
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
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
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
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
How do I encode categorical features using scikit-learn?
ML Fundamentals ⚡ AI Lesson
How do I encode categorical features using scikit-learn?
Data School Beginner 6y ago
Cryptography: Hill Cipher Python
ML Fundamentals
Cryptography: Hill Cipher Python
Aladdin Persson Beginner 6y ago
Quotes #5 on Big Data and Data Science
ML Fundamentals
Quotes #5 on Big Data and Data Science
Data Professor Beginner 6y ago
Cryptography: Vigenere Cipher Python
ML Fundamentals
Cryptography: Vigenere Cipher Python
Aladdin Persson Beginner 6y ago
Let's make an AI that destroys video games: Crash Course AI #13
ML Fundamentals
Let's make an AI that destroys video games: Crash Course AI #13
CrashCourse Beginner 6y ago
What Does it Mean for a Machine to "Understand"? with Thomas Dietterich - #315
ML Fundamentals ⚡ AI Lesson
What Does it Mean for a Machine to "Understand"? with Thomas Dietterich - #315
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Dart Static Extension Methods - Dart 2.6
ML Fundamentals ⚡ AI Lesson
Dart Static Extension Methods - Dart 2.6
Tensor Programming Beginner 6y ago
PyTorch at Dolby Labs - Vivek Kumar, Dolby Labs
ML Fundamentals ⚡ AI Lesson
PyTorch at Dolby Labs - Vivek Kumar, Dolby Labs
PyTorch Beginner 6y ago
PyTorch at Microsoft - Saurabh Tiwary, Microsoft
ML Fundamentals
PyTorch at Microsoft - Saurabh Tiwary, Microsoft
PyTorch Beginner 6y ago
Quotes #4 on Big Data and Data Science
ML Fundamentals
Quotes #4 on Big Data and Data Science
Data Professor Beginner 6y ago
Scaling TensorFlow at LinkedIn with Jonathan Hung - #314
ML Fundamentals ⚡ AI Lesson
Scaling TensorFlow at LinkedIn with Jonathan Hung - #314
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
AI Playing Games: Crash Course AI #12
ML Fundamentals
AI Playing Games: Crash Course AI #12
CrashCourse Beginner 6y ago
Introdução às redes neurais convolucionais (ML de Zero a 100, parte 3)
ML Fundamentals ⚡ AI Lesson
Introdução às redes neurais convolucionais (ML de Zero a 100, parte 3)
TensorFlow Beginner 6y ago
Visão computacional básica com Machine Learning (ML de Zero a 100, parte 2)
ML Fundamentals ⚡ AI Lesson
Visão computacional básica com Machine Learning (ML de Zero a 100, parte 2)
TensorFlow Beginner 6y ago
Introdução ao Machine Learning (ML de Zero a 100, parte 1)
ML Fundamentals ⚡ AI Lesson
Introdução ao Machine Learning (ML de Zero a 100, parte 1)
TensorFlow Beginner 6y ago
Construa um classificador de imagens (ML de Zero a 100, parte 4)
ML Fundamentals ⚡ AI Lesson
Construa um classificador de imagens (ML de Zero a 100, parte 4)
TensorFlow Beginner 6y ago
Jeff Dean discusses the future of machine learning at TF World ‘19 (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Jeff Dean discusses the future of machine learning at TF World ‘19 (TensorFlow Meets)
TensorFlow Beginner 6y ago
Tutorial 24- Max Pooling Layer In CNN
ML Fundamentals
Tutorial 24- Max Pooling Layer In CNN
Krish Naik Beginner 6y ago
Tutorial 23- Operation Of CNN(CNN vs ANN)
ML Fundamentals
Tutorial 23- Operation Of CNN(CNN vs ANN)
Krish Naik Beginner 6y ago
Reverse Engineering -An Efficient Way To Learn Machine Learning
ML Fundamentals
Reverse Engineering -An Efficient Way To Learn Machine Learning
Krish Naik Beginner 6y ago
Cryptography: Caesar Cipher Python
ML Fundamentals
Cryptography: Caesar Cipher Python
Aladdin Persson Beginner 6y ago
Machine Learning Researcher Vs Data Scientist
ML Fundamentals
Machine Learning Researcher Vs Data Scientist
Krish Naik Beginner 6y ago
PyTorch at Uber - Sidney Zhang, Uber
ML Fundamentals
PyTorch at Uber - Sidney Zhang, Uber
PyTorch Beginner 6y ago
Privacy Preserving AI - Andrew Trask, OpenMined
ML Fundamentals ⚡ AI Lesson
Privacy Preserving AI - Andrew Trask, OpenMined
PyTorch Beginner 6y ago
Linear Algebra in PyTorch - Vishwak Srinivasan, CMU
ML Fundamentals
Linear Algebra in PyTorch - Vishwak Srinivasan, CMU
PyTorch Beginner 6y ago
PyTorch Front-End Features: Named Tensors and Type Promotion - Gregory Chanan
ML Fundamentals ⚡ AI Lesson
PyTorch Front-End Features: Named Tensors and Type Promotion - Gregory Chanan
PyTorch Beginner 6y ago
Business Analyst Vs Data Analyst
ML Fundamentals
Business Analyst Vs Data Analyst
Krish Naik Beginner 6y ago
Quotes #3 on Big Data and Data Science
ML Fundamentals
Quotes #3 on Big Data and Data Science
Data Professor Beginner 6y ago
Skillset Data Scientist, Data Engineer and Domain Expertise Should Be Strong At
ML Fundamentals
Skillset Data Scientist, Data Engineer and Domain Expertise Should Be Strong At
Krish Naik Beginner 6y ago
Tutorial 19-  Python Iterables vs Iterators
ML Fundamentals
Tutorial 19- Python Iterables vs Iterators
Krish Naik Beginner 6y ago
Top 5 Programming Language To Learn in 2020
ML Fundamentals
Top 5 Programming Language To Learn in 2020
Krish Naik Beginner 6y ago
Tutorial 18- Python Advanced String Formatting
ML Fundamentals
Tutorial 18- Python Advanced String Formatting
Krish Naik Beginner 6y ago
Tutorial 17- Python List Comprehension
ML Fundamentals
Tutorial 17- Python List Comprehension
Krish Naik Beginner 6y ago
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Probabilistic Graphical Models: A Compact Introduction
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Probabilistic Graphical Models: A Compact Introduction
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From Zero to Hero - Digital Product Development From Scratch
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Deep Learning with PyTorch : Object Localization
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Deep Learning with PyTorch : Object Localization
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Unlocking AI and ML : Your Path to Smart Business Solutions
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Unlocking AI and ML : Your Path to Smart Business Solutions
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Advanced Semantic Processing
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Advanced Semantic Processing
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AWS: IoT, Machine Learning and Blockchain
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AWS: IoT, Machine Learning and Blockchain
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