Foundations

ML Fundamentals

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

11,421
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
Trackersheet That Can Make You From Zero To HERO In Data Science
ML Fundamentals
Trackersheet That Can Make You From Zero To HERO In Data Science
Krish Naik Beginner 3y ago
How to use Stable Diffusion to generate AI Art
ML Fundamentals ⚡ AI Lesson
How to use Stable Diffusion to generate AI Art
Aladdin Persson Beginner 3y ago
[old version] Track Your Keras Machine Learning Experiments with Weights & Biases
ML Fundamentals
[old version] Track Your Keras Machine Learning Experiments with Weights & Biases
Weights & Biases Beginner 3y ago
Generate accurate ML predictions without writing code - AWS Online Tech Talks
ML Fundamentals
Generate accurate ML predictions without writing code - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
How to get started with AI Art using MidJourney - Prompt engineering and tips & tricks
ML Fundamentals
How to get started with AI Art using MidJourney - Prompt engineering and tips & tricks
Aladdin Persson Beginner 3y ago
Cracking Data Science Interview Is Easy By This Approach!! Solve this Problem
ML Fundamentals
Cracking Data Science Interview Is Easy By This Approach!! Solve this Problem
Krish Naik Beginner 3y ago
Serverless Streamlit + OpenCV Python Web App Tutorial
ML Fundamentals
Serverless Streamlit + OpenCV Python Web App Tutorial
1littlecoder Intermediate 3y ago
Super resolution with UpscalerJS - Made with TensorFlow.js
ML Fundamentals ⚡ AI Lesson
Super resolution with UpscalerJS - Made with TensorFlow.js
TensorFlow Intermediate 3y ago
How to grow as a data scientist after 2+ years of experience? #datascience #datasciencecareer
ML Fundamentals ⚡ AI Lesson
How to grow as a data scientist after 2+ years of experience? #datascience #datasciencecareer
Data Science with Marco Intermediate 3y ago
Building a Neural Network with PyTorch in 15 Minutes | Coding Challenge
ML Fundamentals
Building a Neural Network with PyTorch in 15 Minutes | Coding Challenge
Nicholas Renotte Beginner 3y ago
#101 How Real-Time Data Accelerates Business Outcomes (with George Trujillo)
ML Fundamentals
#101 How Real-Time Data Accelerates Business Outcomes (with George Trujillo)
DataCamp Beginner 3y ago
Distributed Training using PyTorch with Kubeflow on AWS and AWS DLC - AWS Virtual Workshop
ML Fundamentals
Distributed Training using PyTorch with Kubeflow on AWS and AWS DLC - AWS Virtual Workshop
AWS Developers Intermediate 3y ago
Don't waste time on this | #datascience #datasciencecareer
ML Fundamentals ⚡ AI Lesson
Don't waste time on this | #datascience #datasciencecareer
Data Science with Marco Intermediate 3y ago
This is the EASY way to FIX IMBALANCED Machine Learning DATASETS #shorts
ML Fundamentals
This is the EASY way to FIX IMBALANCED Machine Learning DATASETS #shorts
Nicholas Renotte Beginner 3y ago
Model Quantization for Edge Devices with AIMET
ML Fundamentals ⚡ AI Lesson
Model Quantization for Edge Devices with AIMET
The TWIML AI Podcast with Sam Charrington Advanced 3y ago
Early Stopping. The Most Popular Regularization Technique In Machine Learning.
ML Fundamentals
Early Stopping. The Most Popular Regularization Technique In Machine Learning.
Underfitted Beginner 3y ago
Intro to Natural Language Processing (NLP)
ML Fundamentals ⚡ AI Lesson
Intro to Natural Language Processing (NLP)
deeplizard Beginner 3y ago
10A. Networks 2: Molecular Computing, Self-assembly, Genetic Algorithms, Neural Networks
ML Fundamentals
10A. Networks 2: Molecular Computing, Self-assembly, Genetic Algorithms, Neural Networks
MIT OpenCourseWare Intermediate 3y ago
From Expectations to Synthetic Data Generation // Fabiana Clemente // MLOps  Meetup #109
ML Fundamentals ⚡ AI Lesson
From Expectations to Synthetic Data Generation // Fabiana Clemente // MLOps Meetup #109
MLOps.community Beginner 3y ago
Study with Me - Fast.AI's Deep Learning Course - 3. Deep Neural Networks
ML Fundamentals
Study with Me - Fast.AI's Deep Learning Course - 3. Deep Neural Networks
1littlecoder Beginner 3y ago
DataCamp Recruit: A better way to hire data professionals
ML Fundamentals ⚡ AI Lesson
DataCamp Recruit: A better way to hire data professionals
DataCamp Beginner 3y ago
Stable diffusion dreams of steampunk brains
ML Fundamentals ⚡ AI Lesson
Stable diffusion dreams of steampunk brains
Andrej Karpathy Intermediate 3y ago
NLP Intro For Text - Sentiment Analysis With Deep Learning - Course Overview
ML Fundamentals ⚡ AI Lesson
NLP Intro For Text - Sentiment Analysis With Deep Learning - Course Overview
deeplizard Beginner 3y ago
The spelled-out intro to neural networks and backpropagation: building micrograd
ML Fundamentals ⚡ AI Lesson
The spelled-out intro to neural networks and backpropagation: building micrograd
Andrej Karpathy Beginner 3y ago
Active Learning. The Secret of Training Models Without Labels.
ML Fundamentals
Active Learning. The Secret of Training Models Without Labels.
Underfitted Advanced 3y ago
Learn machine learning EASILY and FREE👩‍💻 #technology #programming #software #machinelearning
0:34
ML Fundamentals ⚡ AI Lesson
Learn machine learning EASILY and FREE👩‍💻 #technology #programming #software #machinelearning
Coding with Lewis Beginner 3y ago
Autoencoders that can dance with you - Made with TensorFlow.js
ML Fundamentals ⚡ AI Lesson
Autoencoders that can dance with you - Made with TensorFlow.js
TensorFlow Intermediate 3y ago
Just Watch!!
ML Fundamentals
Just Watch!!
Krish Naik Beginner 3y ago
Automatically create machine learning models using Amazon SageMaker Autopilot - AWS
ML Fundamentals ⚡ AI Lesson
Automatically create machine learning models using Amazon SageMaker Autopilot - AWS
AWS Developers Intermediate 3y ago
Quick CheatSheet To Prepare For Statistics For Data Analyst And Data Scientist
ML Fundamentals
Quick CheatSheet To Prepare For Statistics For Data Analyst And Data Scientist
Krish Naik Beginner 3y ago
How To Get 1cr Data Scientist Package?
ML Fundamentals
How To Get 1cr Data Scientist Package?
Krish Naik Beginner 3y ago
Data Science Mock Interview iNeuron FSDS Batch With Feedbacks
ML Fundamentals
Data Science Mock Interview iNeuron FSDS Batch With Feedbacks
Krish Naik Beginner 3y ago
Data science certificates on resume? #datascience #datasciencecareer #careeradvice
ML Fundamentals ⚡ AI Lesson
Data science certificates on resume? #datascience #datasciencecareer #careeradvice
Data Science with Marco Intermediate 3y ago
Machine Learning Classification with Python....BUT AUTOMATED?!
ML Fundamentals
Machine Learning Classification with Python....BUT AUTOMATED?!
Nicholas Renotte Beginner 3y ago
Build ML models using SageMaker Studio Notebooks - AWS Virtual Workshop
ML Fundamentals ⚡ AI Lesson
Build ML models using SageMaker Studio Notebooks - AWS Virtual Workshop
AWS Developers Intermediate 3y ago
Where to find data for data science projetcs? #datascience #datasciencecareer
ML Fundamentals ⚡ AI Lesson
Where to find data for data science projetcs? #datascience #datasciencecareer
Data Science with Marco Intermediate 3y ago
Building the Gradient Descent Algorithm in 15 Minutes | Coding Challenge
ML Fundamentals
Building the Gradient Descent Algorithm in 15 Minutes | Coding Challenge
Nicholas Renotte Beginner 3y ago
Smart Manufacturing in the Cloud - AWS Online Tech Talks
ML Fundamentals
Smart Manufacturing in the Cloud - AWS Online Tech Talks
AWS Developers Intermediate 3y ago
Day 11-Advance NLP Series-Bidirectional LSTM Intuition And Implementation Deep Learning|Krish Naik
ML Fundamentals
Day 11-Advance NLP Series-Bidirectional LSTM Intuition And Implementation Deep Learning|Krish Naik
Krish Naik Beginner 3y ago
Data science or data engineering - which is best for you? #datascience #datasciencecareer
ML Fundamentals ⚡ AI Lesson
Data science or data engineering - which is best for you? #datascience #datasciencecareer
Data Science with Marco Intermediate 3y ago
Building regression MACHINE LEARNING models but in 7 automated lines of code?!?
ML Fundamentals
Building regression MACHINE LEARNING models but in 7 automated lines of code?!?
Nicholas Renotte Beginner 3y ago
Make better business decisions with ML using Amazon SageMaker Canvas, without code - AWS
ML Fundamentals ⚡ AI Lesson
Make better business decisions with ML using Amazon SageMaker Canvas, without code - AWS
AWS Developers Intermediate 3y ago
R vs Python in the Industry - Data Science Q&A #datascience #datasciencecareer #careeradvice
ML Fundamentals ⚡ AI Lesson
R vs Python in the Industry - Data Science Q&A #datascience #datasciencecareer #careeradvice
Data Science with Marco Intermediate 3y ago
Stable diffusion dreams of steam punk neural networks
ML Fundamentals
Stable diffusion dreams of steam punk neural networks
Andrej Karpathy Intermediate 3y ago
Tons of Machine Learning FEATURE data? Try this!
ML Fundamentals
Tons of Machine Learning FEATURE data? Try this!
Nicholas Renotte Beginner 3y ago
Advance NLP Series Announcement- Happy 76th Independence Day
ML Fundamentals
Advance NLP Series Announcement- Happy 76th Independence Day
Krish Naik Intermediate 3y ago
Why is it called "DEEP" Learning? 🤔🧠 - Topic 009 #ai #ml
ML Fundamentals ⚡ AI Lesson
Why is it called "DEEP" Learning? 🤔🧠 - Topic 009 #ai #ml
deeplizard Beginner 3y ago
How I Easily Optimized My Blogging Website In Minutes With 10Web Booster
ML Fundamentals
How I Easily Optimized My Blogging Website In Minutes With 10Web Booster
Krish Naik Beginner 3y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Déployer et adapter des modèles d'IA avec Cloud Run
📚 Coursera Course ↗
Self-paced
Déployer et adapter des modèles d'IA avec Cloud Run
Opens on Coursera ↗
Physics 101 - Forces and Kinematics
📚 Coursera Course ↗
Self-paced
Physics 101 - Forces and Kinematics
Opens on Coursera ↗
Advanced Methods in Machine Learning Applications
📚 Coursera Course ↗
Self-paced
Advanced Methods in Machine Learning Applications
Opens on Coursera ↗
Aerial Image Segmentation with PyTorch
📚 Coursera Course ↗
Self-paced
Aerial Image Segmentation with PyTorch
Opens on Coursera ↗
Medical Neuroscience
📚 Coursera Course ↗
Self-paced
Medical Neuroscience
Opens on Coursera ↗
DP-100 Microsoft Azure DS Exam
📚 Coursera Course ↗
Self-paced
DP-100 Microsoft Azure DS Exam
Opens on Coursera ↗