Foundations

ML Fundamentals

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

11,351
lessons
Skills in this topic
View full skill map →
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 Basics: Introduction and Overview
ML Fundamentals
Deep Learning Basics: Introduction and Overview
Lex Fridman Beginner 7y ago
Deep Learning for Remote Sensing Applications @ TWiML Online Meetup   EMEA   3 January 2019 1080p
ML Fundamentals ⚡ AI Lesson
Deep Learning for Remote Sensing Applications @ TWiML Online Meetup EMEA 3 January 2019 1080p
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Confusion matrix, Precision, Recall| Data Science Interview questions
ML Fundamentals
Confusion matrix, Precision, Recall| Data Science Interview questions
Krish Naik Beginner 7y ago
Covariance in Statistics
ML Fundamentals
Covariance in Statistics
Krish Naik Beginner 7y ago
10 Machine Learning Questions - ANSWERED!
ML Fundamentals ⚡ AI Lesson
10 Machine Learning Questions - ANSWERED!
CodeEmporium Beginner 7y ago
Tensor2Tensor (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
ML Fundamentals ⚡ AI Lesson
Tensor2Tensor (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
TensorFlow Beginner 7y ago
a16z Podcast | Putting AI in Medicine, in Practice
ML Fundamentals ⚡ AI Lesson
a16z Podcast | Putting AI in Medicine, in Practice
a16z Beginner 7y ago
a16z Podcast | Revenge of the Algorithms (Over Data)... Go! No?
ML Fundamentals ⚡ AI Lesson
a16z Podcast | Revenge of the Algorithms (Over Data)... Go! No?
a16z Beginner 7y ago
CNN Weights - Learnable Parameters in PyTorch Neural Networks
ML Fundamentals ⚡ AI Lesson
CNN Weights - Learnable Parameters in PyTorch Neural Networks
deeplizard Beginner 7y ago
TF Machine Learning for Programmers (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
ML Fundamentals ⚡ AI Lesson
TF Machine Learning for Programmers (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
TensorFlow Beginner 7y ago
Training a Deep Q-Network with Fixed Q-targets - Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Training a Deep Q-Network with Fixed Q-targets - Reinforcement Learning
deeplizard Beginner 7y ago
How to Get a Data Science Internship | Essential Tips for People Starting a Career in Data Science
ML Fundamentals
How to Get a Data Science Internship | Essential Tips for People Starting a Career in Data Science
365 Data Science Beginner 7y ago
Conclusion - Deep Learning in Halite AI competition p.8
ML Fundamentals
Conclusion - Deep Learning in Halite AI competition p.8
sentdex Beginner 7y ago
Designing Computer Systems for Software with Kunle Olukotun - TWiML Talk #211
ML Fundamentals ⚡ AI Lesson
Designing Computer Systems for Software with Kunle Olukotun - TWiML Talk #211
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Analyzing model improvements - Deep Learning in Halite AI competition p.7
ML Fundamentals
Analyzing model improvements - Deep Learning in Halite AI competition p.7
sentdex Beginner 7y ago
It's okay to feel unproductive
ML Fundamentals
It's okay to feel unproductive
Fun Fun Function Beginner 7y ago
Neural Networks: Crash Course Statistics #41
ML Fundamentals
Neural Networks: Crash Course Statistics #41
CrashCourse Beginner 7y ago
9. Hybrid LSTMs [Long Short-Term Memory]
ML Fundamentals
9. Hybrid LSTMs [Long Short-Term Memory]
Weights & Biases Beginner 7y ago
Apache Spark - Computerphile
ML Fundamentals ⚡ AI Lesson
Apache Spark - Computerphile
Computerphile Beginner 7y ago
How To Wake Up Smarter - Learning How To Learn for Youth by ASU #5
ML Fundamentals
How To Wake Up Smarter - Learning How To Learn for Youth by ASU #5
Coursera Beginner 7y ago
Fun with Space Aliens - Learning How To Learn for Youth by ASU #4
ML Fundamentals
Fun with Space Aliens - Learning How To Learn for Youth by ASU #4
Coursera Beginner 7y ago
Python tutorial 1: How to Install Python 3 on Windows 10 in 2019 by Manish Sharma
ML Fundamentals
Python tutorial 1: How to Install Python 3 on Windows 10 in 2019 by Manish Sharma
Manish Sharma Beginner 7y ago
8. Text Classification Using Convolutional Neural Networks
ML Fundamentals ⚡ AI Lesson
8. Text Classification Using Convolutional Neural Networks
Weights & Biases Beginner 7y ago
Advanced Flutter Project - Setting Up the Basics - Part One
ML Fundamentals ⚡ AI Lesson
Advanced Flutter Project - Setting Up the Basics - Part One
Tensor Programming Beginner 7y ago
My First Machine Learning Project (Tensorflow Deep-Learning)
ML Fundamentals
My First Machine Learning Project (Tensorflow Deep-Learning)
Tech With Tim Beginner 7y ago
Log Normal Distribution in Statistics
ML Fundamentals
Log Normal Distribution in Statistics
Krish Naik Beginner 7y ago
Natural Language Processing|TF-IDF for Machine Learning| Text Prerocessing
ML Fundamentals
Natural Language Processing|TF-IDF for Machine Learning| Text Prerocessing
Krish Naik Beginner 7y ago
Gaussian distribution or Normal Distribution in statisctics
ML Fundamentals
Gaussian distribution or Normal Distribution in statisctics
Krish Naik Beginner 7y ago
Natural Language Processing|BagofWords
ML Fundamentals
Natural Language Processing|BagofWords
Krish Naik Beginner 7y ago
a16z Podcast | Engineering Intent
ML Fundamentals ⚡ AI Lesson
a16z Podcast | Engineering Intent
a16z Beginner 7y ago
a16z Podcast | On the Genomics of Disease, From Science to Business
ML Fundamentals ⚡ AI Lesson
a16z Podcast | On the Genomics of Disease, From Science to Business
a16z Beginner 7y ago
a16z Podcast | Software Programs the World
ML Fundamentals ⚡ AI Lesson
a16z Podcast | Software Programs the World
a16z Beginner 7y ago
a16z Podcast | When Humanity Meets A.I.
ML Fundamentals ⚡ AI Lesson
a16z Podcast | When Humanity Meets A.I.
a16z Beginner 7y ago
a16z Podcast | The Dream of AI Is Alive in Go
ML Fundamentals ⚡ AI Lesson
a16z Podcast | The Dream of AI Is Alive in Go
a16z Beginner 7y ago
a16z Podcast | Data Network Effects
ML Fundamentals ⚡ AI Lesson
a16z Podcast | Data Network Effects
a16z Beginner 7y ago
a16z Podcast | Artificial Intelligence and the 'Space of Possible Minds'
ML Fundamentals ⚡ AI Lesson
a16z Podcast | Artificial Intelligence and the 'Space of Possible Minds'
a16z Beginner 7y ago
Natural Language Processing|Stemming
ML Fundamentals
Natural Language Processing|Stemming
Krish Naik Beginner 7y ago
TensorFlow Extended (TFX) & Hub (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
ML Fundamentals ⚡ AI Lesson
TensorFlow Extended (TFX) & Hub (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
TensorFlow Beginner 7y ago
Running with Trained Model - Deep Learning in Halite AI competition p.6
ML Fundamentals ⚡ AI Lesson
Running with Trained Model - Deep Learning in Halite AI competition p.6
sentdex Beginner 7y ago
Broadening Your Passions - Learning How To Learn for Youth by ASU #3
ML Fundamentals
Broadening Your Passions - Learning How To Learn for Youth by ASU #3
Coursera Beginner 7y ago
Using a Tomato to Avoid Putting Things Off - Learning How To Learn for Youth by ASU #2
ML Fundamentals
Using a Tomato to Avoid Putting Things Off - Learning How To Learn for Youth by ASU #2
Coursera Beginner 7y ago
Why Trying Too Hard Can Sometimes Be a Problem - Learning How To Learn for Youth by ASU #1
ML Fundamentals
Why Trying Too Hard Can Sometimes Be a Problem - Learning How To Learn for Youth by ASU #1
Coursera Beginner 7y ago
7 Questions with Yale's Nobel Laureate Robert Shiller
ML Fundamentals
7 Questions with Yale's Nobel Laureate Robert Shiller
Coursera Beginner 7y ago
CNN Layers - PyTorch Deep Neural Network Architecture
ML Fundamentals ⚡ AI Lesson
CNN Layers - PyTorch Deep Neural Network Architecture
deeplizard Beginner 7y ago
Training Model - Deep Learning in Halite AI competition p.5
ML Fundamentals ⚡ AI Lesson
Training Model - Deep Learning in Halite AI competition p.5
sentdex Beginner 7y ago
Training a Deep Q-Network - Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Training a Deep Q-Network - Reinforcement Learning
deeplizard Beginner 7y ago
Coding Tensorflow en Español - Episodio 1
ML Fundamentals ⚡ AI Lesson
Coding Tensorflow en Español - Episodio 1
TensorFlow Beginner 7y ago
Checking out Data - Deep Learning in Halite AI competition p.4
ML Fundamentals
Checking out Data - Deep Learning in Halite AI competition p.4
sentdex Beginner 7y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Predictive Analytics Model for Term Deposit Investment
📚 Coursera Course ↗
Self-paced
Predictive Analytics Model for Term Deposit Investment
Opens on Coursera ↗
Build Intelligent iOS Apps with Core ML 3: Learn & Apply AI
📚 Coursera Course ↗
Self-paced
Build Intelligent iOS Apps with Core ML 3: Learn & Apply AI
Opens on Coursera ↗
Supervised Text Classification for Marketing Analytics
📚 Coursera Course ↗
Self-paced
Supervised Text Classification for Marketing Analytics
Opens on Coursera ↗
Validate Multimodal Data: Ensure Quality
📚 Coursera Course ↗
Self-paced
Validate Multimodal Data: Ensure Quality
Opens on Coursera ↗
Create Image Captioning Models - Italiano
📚 Coursera Course ↗
Self-paced
Create Image Captioning Models - Italiano
Opens on Coursera ↗
Machine Learning with PySpark
📚 Coursera Course ↗
Self-paced
Machine Learning with PySpark
Opens on Coursera ↗