Foundations

ML Fundamentals

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

11,230
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
The 7 Lines of Code You Need to Run Faster Real-time Inference // Adrian Boguszewski // Meetup #121
ML Fundamentals
The 7 Lines of Code You Need to Run Faster Real-time Inference // Adrian Boguszewski // Meetup #121
MLOps.community Beginner 3y ago
Tutorial 4-End To End ML Project With Deployment- Data Ingestion Implementation Line By Line
ML Fundamentals
Tutorial 4-End To End ML Project With Deployment- Data Ingestion Implementation Line By Line
Krish Naik Beginner 3y ago
What are Keys to Performing Well in Kaggle Competitions?  Grandmaster Panel at #GTC23 with Théo Viel
ML Fundamentals
What are Keys to Performing Well in Kaggle Competitions? Grandmaster Panel at #GTC23 with Théo Viel
NVIDIA Developer Beginner 3y ago
What do You Like Most About Kaggle? Hear from Kaggle Grandmaster Bo Liu at #GTC23
ML Fundamentals
What do You Like Most About Kaggle? Hear from Kaggle Grandmaster Bo Liu at #GTC23
NVIDIA Developer Beginner 3y ago
People of AI podcast coming soon! #Shorts
ML Fundamentals ⚡ AI Lesson
People of AI podcast coming soon! #Shorts
TensorFlow Beginner 3y ago
Machine Learning Process - 6 Steps | ML Lifecycle | Basics of Predictive Modelling
ML Fundamentals ⚡ AI Lesson
Machine Learning Process - 6 Steps | ML Lifecycle | Basics of Predictive Modelling
Analytics Vidhya Beginner 3y ago
CSS Introduction | ByteBoost Web Design Crash Course
ML Fundamentals
CSS Introduction | ByteBoost Web Design Crash Course
Entri Coding മലയാളം Beginner 3y ago
Grid vs Flexbox | CSS Basics #codenewbie
ML Fundamentals
Grid vs Flexbox | CSS Basics #codenewbie
Entri Coding മലയാളം Beginner 3y ago
Tutorial 3-End To End ML Project With Deployment-Project Problem Statement,EDA And Model Training
ML Fundamentals
Tutorial 3-End To End ML Project With Deployment-Project Problem Statement,EDA And Model Training
Krish Naik Beginner 3y ago
Do you ACTUALLY NEED math for Machine Learning?
ML Fundamentals
Do you ACTUALLY NEED math for Machine Learning?
Nicholas Renotte Beginner 3y ago
PyTorch Lightning #5 - Data Module
ML Fundamentals ⚡ AI Lesson
PyTorch Lightning #5 - Data Module
Aladdin Persson Beginner 3y ago
Machine Learning Specialization by DeepLearning.AI
ML Fundamentals
Machine Learning Specialization by DeepLearning.AI
DeepLearningAI Beginner 3y ago
Warum und wie METRO eine Machine Learning-Pipeline implementiert hat
ML Fundamentals
Warum und wie METRO eine Machine Learning-Pipeline implementiert hat
Google Cloud Beginner 3y ago
Ethical Machine Learning: Collecting the Least Amount of Data Necessary
ML Fundamentals
Ethical Machine Learning: Collecting the Least Amount of Data Necessary
MLOps.community Beginner 3y ago
Transformer Encoder in 100 lines of code!
ML Fundamentals ⚡ AI Lesson
Transformer Encoder in 100 lines of code!
CodeEmporium Beginner 3y ago
LaTeX – Full Tutorial for Beginners
ML Fundamentals ⚡ AI Lesson
LaTeX – Full Tutorial for Beginners
freeCodeCamp.org Beginner 3y ago
Building Effective Data Pipelines | DataHour by Harshal Muley
ML Fundamentals
Building Effective Data Pipelines | DataHour by Harshal Muley
Analytics Vidhya Beginner 3y ago
Operationalizing Machine Learning: Interview with Shreya Shankar
ML Fundamentals
Operationalizing Machine Learning: Interview with Shreya Shankar
Weights & Biases Beginner 3y ago
Executive MBA taster lecture: the policy movement around women on boards
ML Fundamentals
Executive MBA taster lecture: the policy movement around women on boards
Saïd Business School, University of Oxford Beginner 3y ago
Loading and preprocessing video data with TensorFlow
ML Fundamentals ⚡ AI Lesson
Loading and preprocessing video data with TensorFlow
TensorFlow Beginner 3y ago
Track Your PyTorch Machine Learning Experiments with Weights & Biases
ML Fundamentals
Track Your PyTorch Machine Learning Experiments with Weights & Biases
Weights & Biases Beginner 3y ago
PyTorch Lightning #4 - Metrics
ML Fundamentals ⚡ AI Lesson
PyTorch Lightning #4 - Metrics
Aladdin Persson Beginner 3y ago
Tausight partners with Google Cloud to help healthcare industry protect PHI activity & take action
ML Fundamentals
Tausight partners with Google Cloud to help healthcare industry protect PHI activity & take action
Google Cloud Beginner 3y ago
I Bought $500 of Stocks Using Graph Theory and the Sharpe Ratio
ML Fundamentals
I Bought $500 of Stocks Using Graph Theory and the Sharpe Ratio
ritvikmath Beginner 3y ago
Find Celebrity Lookalikes with DeepFace in Python
ML Fundamentals ⚡ AI Lesson
Find Celebrity Lookalikes with DeepFace in Python
NeuralNine Beginner 3y ago
Logistic Regression Project: Cancer Prediction with Python
ML Fundamentals ⚡ AI Lesson
Logistic Regression Project: Cancer Prediction with Python
Alejandro AO Beginner 3y ago
Train your AI with Dr Mike Pound (Computerphile)
ML Fundamentals
Train your AI with Dr Mike Pound (Computerphile)
David Bombal Beginner 3y ago
How to Code a Machine Learning Lip Reading App with Python Tensorflow and Streamlit
ML Fundamentals
How to Code a Machine Learning Lip Reading App with Python Tensorflow and Streamlit
Nicholas Renotte Beginner 3y ago
Who is Ada Lovelace | Women’s Day Special
ML Fundamentals
Who is Ada Lovelace | Women’s Day Special
Entri Coding മലയാളം Beginner 3y ago
CSS Frameworks | Entri Elevate
ML Fundamentals
CSS Frameworks | Entri Elevate
Entri Coding മലയാളം Beginner 3y ago
From Prototype to Production: A Successful Process for Deploying Machine Learning Models
ML Fundamentals
From Prototype to Production: A Successful Process for Deploying Machine Learning Models
MLOps.community Beginner 3y ago
Tutorial 2- End To End ML Project With Deployment-Project Structure, Logging And Exception Handling
ML Fundamentals
Tutorial 2- End To End ML Project With Deployment-Project Structure, Logging And Exception Handling
Krish Naik Beginner 3y ago
Learn to Design Websites in Minutes - ByteBoost Web Design Crash Course!
ML Fundamentals
Learn to Design Websites in Minutes - ByteBoost Web Design Crash Course!
Entri Coding മലയാളം Beginner 3y ago
ENTRI Elevate Coding Malayalam Topic: Importance of Python in AI and Data Science
ML Fundamentals
ENTRI Elevate Coding Malayalam Topic: Importance of Python in AI and Data Science
Entri Coding മലയാളം Beginner 3y ago
Avoid this Beginner Web Developer's Mistake | Entri Elevate
ML Fundamentals
Avoid this Beginner Web Developer's Mistake | Entri Elevate
Entri Coding മലയാളം Beginner 3y ago
Tutorial 1- End To End ML Project With Deployment-Github And Code Set Up
ML Fundamentals
Tutorial 1- End To End ML Project With Deployment-Github And Code Set Up
Krish Naik Beginner 3y ago
How Google Works | Entri Elevate
ML Fundamentals ⚡ AI Lesson
How Google Works | Entri Elevate
Entri Coding മലയാളം Beginner 3y ago
Free Web Design Crash Course | Entri Elevate
ML Fundamentals
Free Web Design Crash Course | Entri Elevate
Entri Coding മലയാളം Beginner 3y ago
Now you Can Crack Any ML Interviews- Announcing 7 Days End To End ML Project With Deployment
ML Fundamentals
Now you Can Crack Any ML Interviews- Announcing 7 Days End To End ML Project With Deployment
Krish Naik Beginner 3y ago
History of HTML | Entri Elevate
ML Fundamentals
History of HTML | Entri Elevate
Entri Coding മലയാളം Beginner 3y ago
How to select the right Machine Learning Model #machinelearning #datascience
ML Fundamentals
How to select the right Machine Learning Model #machinelearning #datascience
Analytics Vidhya Beginner 3y ago
Markup Language | HTML Basics
ML Fundamentals
Markup Language | HTML Basics
Entri Coding മലയാളം Beginner 3y ago
From Non-CS background to Software Developer | Entri Elevate
ML Fundamentals
From Non-CS background to Software Developer | Entri Elevate
Entri Coding മലയാളം Beginner 3y ago
Hyperlink vs Hypertext | HTML Basics
ML Fundamentals
Hyperlink vs Hypertext | HTML Basics
Entri Coding മലയാളം Beginner 3y ago
Text Classification for Beginners | DataHour by Ankit Gadi
ML Fundamentals
Text Classification for Beginners | DataHour by Ankit Gadi
Analytics Vidhya Beginner 3y ago
4 Reasons You NEED to Know Before Choosing a Coding Career! | Entri Elevate
ML Fundamentals ⚡ AI Lesson
4 Reasons You NEED to Know Before Choosing a Coding Career! | Entri Elevate
Entri Coding മലയാളം Beginner 3y ago
Exploring the World of AI and its Career Opportunities | DataHour by Mayank Garg
ML Fundamentals
Exploring the World of AI and its Career Opportunities | DataHour by Mayank Garg
Analytics Vidhya Beginner 3y ago
Introduction to Deep Learning with FastAI | DataHour by Victor Olufemi
ML Fundamentals ⚡ AI Lesson
Introduction to Deep Learning with FastAI | DataHour by Victor Olufemi
Analytics Vidhya Beginner 3y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Cómo utilizar BigQuery ML para ejecutar inferencias
📚 Coursera Course ↗
Self-paced
Cómo utilizar BigQuery ML para ejecutar inferencias
Opens on Coursera ↗
Introduction to Machine Learning with Python
📚 Coursera Course ↗
Self-paced
Introduction to Machine Learning with Python
Opens on Coursera ↗
Advanced AI Techniques for the Supply Chain
📚 Coursera Course ↗
Self-paced
Advanced AI Techniques for the Supply Chain
Opens on Coursera ↗
Data Engineering & Pipeline Reliability for Machine Learning
📚 Coursera Course ↗
Self-paced
Data Engineering & Pipeline Reliability for Machine Learning
Opens on Coursera ↗
Linear Algebra for Machine Learning and Data Science
📚 Coursera Course ↗
Self-paced
Linear Algebra for Machine Learning and Data Science
Opens on Coursera ↗
Transform Audio: Extract Features & Augment Models
📚 Coursera Course ↗
Self-paced
Transform Audio: Extract Features & Augment Models
Opens on Coursera ↗