Foundations

ML Fundamentals

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

12,220
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 dive into TensorFlow Ranking for recommendations
ML Fundamentals ⚡ AI Lesson
Deep dive into TensorFlow Ranking for recommendations
TensorFlow Official Beginner 2y ago
Forward Pass in Neural Networks ⏩ - Deep Learning Beginner 👶 - Topic 098 #ai #ml
ML Fundamentals ⚡ AI Lesson
Forward Pass in Neural Networks ⏩ - Deep Learning Beginner 👶 - Topic 098 #ai #ml
deeplizard Beginner 2y ago
Stanford EE364A Convex Optimization I Stephen Boyd I 2023 I Lecture 2
ML Fundamentals
Stanford EE364A Convex Optimization I Stephen Boyd I 2023 I Lecture 2
Stanford Online Beginner 2y ago
Coding Rapid Fire: Quick Questions, Faster Answers
ML Fundamentals
Coding Rapid Fire: Quick Questions, Faster Answers
Entri Coding മലയാളം Beginner 2y ago
Job Hunting Series Part 2
ML Fundamentals
Job Hunting Series Part 2
Entri Coding മലയാളം Beginner 2y ago
Transforming the Natural Sciences with AI | Microsoft Research Forum
ML Fundamentals ⚡ AI Lesson
Transforming the Natural Sciences with AI | Microsoft Research Forum
Microsoft Research Beginner 2y ago
Accelerate embedding lookup operation (Building recommendation systems with TensorFlow)
ML Fundamentals ⚡ AI Lesson
Accelerate embedding lookup operation (Building recommendation systems with TensorFlow)
TensorFlow Official Beginner 2y ago
Stanford EE364A Convex Optimization I Stephen Boyd I 2023 I Lecture 1
ML Fundamentals ⚡ AI Lesson
Stanford EE364A Convex Optimization I Stephen Boyd I 2023 I Lecture 1
Stanford Online Beginner 2y ago
When are Batches Used in Training ❓ - Deep Learning Beginner 👶 - Topic 097 #ai #ml
ML Fundamentals ⚡ AI Lesson
When are Batches Used in Training ❓ - Deep Learning Beginner 👶 - Topic 097 #ai #ml
deeplizard Beginner 2y ago
March Madness Predictions with Data Science
ML Fundamentals
March Madness Predictions with Data Science
Rob Mulla Beginner 2y ago
Top 7 Best libraries for Machine Learning (Learn in 10 Minutes)
ML Fundamentals ⚡ AI Lesson
Top 7 Best libraries for Machine Learning (Learn in 10 Minutes)
Analytics Vidhya Beginner 2y ago
Generative AI Full Course - 10 Hours | Generative AI Course for Beginners | Edureka
ML Fundamentals
Generative AI Full Course - 10 Hours | Generative AI Course for Beginners | Edureka
edureka! Beginner 2y ago
MSc Cyber Security: Submitting a complete application and registering for the degree
ML Fundamentals
MSc Cyber Security: Submitting a complete application and registering for the degree
Coursera Beginner 2y ago
Unlocking the Power of the World's Smartest Machine Learning Algorithm
ML Fundamentals
Unlocking the Power of the World's Smartest Machine Learning Algorithm
Professor Charley T Beginner 2y ago
Nvidia CUDA in 100 Seconds
ML Fundamentals
Nvidia CUDA in 100 Seconds
Fireship Beginner 2y ago
FAKE NEWS DETECTION Using MACHINE LEARNING | Machine Learning Projects | GeeksforGeeks
ML Fundamentals
FAKE NEWS DETECTION Using MACHINE LEARNING | Machine Learning Projects | GeeksforGeeks
GeeksforGeeks Beginner 2y ago
Resume Project Challenge 10 is LIVE NOW!
ML Fundamentals
Resume Project Challenge 10 is LIVE NOW!
codebasics Beginner 2y ago
Automate & Innovate: Unlocking the Power of Model Management
ML Fundamentals
Automate & Innovate: Unlocking the Power of Model Management
Weights & Biases Advanced 2y ago
March Madness with Machine Learning!
ML Fundamentals
March Madness with Machine Learning!
Rob Mulla Beginner 2y ago
Oxford MBA virtual information session
ML Fundamentals
Oxford MBA virtual information session
Saïd Business School, University of Oxford Intermediate 2y ago
Improved Workspace Collaboration for ML Teams using Weights & Biases
ML Fundamentals
Improved Workspace Collaboration for ML Teams using Weights & Biases
Weights & Biases Beginner 2y ago
Managing Machine Learning Models with MLflow | How to Use MLflow
ML Fundamentals ⚡ AI Lesson
Managing Machine Learning Models with MLflow | How to Use MLflow
DataCamp Intermediate 2y ago
Building a RAG application from scratch using Python, LangChain, and the OpenAI API
ML Fundamentals
Building a RAG application from scratch using Python, LangChain, and the OpenAI API
Underfitted Intermediate 2y ago
Automation Test Engineer | Test Automation Engineer Roadmap, Skills, Tools, Salary, Jobs | Edureka
ML Fundamentals
Automation Test Engineer | Test Automation Engineer Roadmap, Skills, Tools, Salary, Jobs | Edureka
edureka! Advanced 2y ago
Permutation Importance For Machine Learning Models in Python
ML Fundamentals ⚡ AI Lesson
Permutation Importance For Machine Learning Models in Python
NeuralNine Beginner 2y ago
I Day Traded $1000 : Autoregressive (AR) vs. Recurrent Neural Network (RNN)
ML Fundamentals ⚡ AI Lesson
I Day Traded $1000 : Autoregressive (AR) vs. Recurrent Neural Network (RNN)
ritvikmath Beginner 2y ago
Resume Project Challenge 10!
ML Fundamentals
Resume Project Challenge 10!
codebasics Intermediate 2y ago
Human Stories in AI: Achal Dixit
ML Fundamentals
Human Stories in AI: Achal Dixit
StatQuest with Josh Starmer Beginner 2y ago
HEART DISEASE DETECTION using MACHINE LEARNING | Machine Learning Projects | GeeksforGeeks
ML Fundamentals
HEART DISEASE DETECTION using MACHINE LEARNING | Machine Learning Projects | GeeksforGeeks
GeeksforGeeks Beginner 2y ago
Perform text classification with KerasNLP
ML Fundamentals ⚡ AI Lesson
Perform text classification with KerasNLP
TensorFlow Official Beginner 2y ago
Overview of KerasCV and KerasNLP
ML Fundamentals ⚡ AI Lesson
Overview of KerasCV and KerasNLP
TensorFlow Official Beginner 2y ago
Epochs vs Batch Size 🔄 - Relating the Two for Beginners 🤝 - Topic 096 #ai #ml
ML Fundamentals ⚡ AI Lesson
Epochs vs Batch Size 🔄 - Relating the Two for Beginners 🤝 - Topic 096 #ai #ml
deeplizard Beginner 2y ago
Enjoy our rapid fire round👆🏻
ML Fundamentals ⚡ AI Lesson
Enjoy our rapid fire round👆🏻
Entri Coding മലയാളം Beginner 2y ago
Cognitive Benefits of Strength Training with Mandy 🧠💪
ML Fundamentals ⚡ AI Lesson
Cognitive Benefits of Strength Training with Mandy 🧠💪
deeplizard Beginner 2y ago
Experience the future with Sora AI - where innovation meets intelligence.
ML Fundamentals
Experience the future with Sora AI - where innovation meets intelligence.
Entri Coding മലയാളം Beginner 2y ago
Monitoring Metrics During Training 📉 - Early Stopping Demystified ⏱️ - Topic 095 #ai #ml
ML Fundamentals ⚡ AI Lesson
Monitoring Metrics During Training 📉 - Early Stopping Demystified ⏱️ - Topic 095 #ai #ml
deeplizard Beginner 2y ago
Women in tech✨
ML Fundamentals
Women in tech✨
Entri Coding മലയാളം Beginner 2y ago
Celebrating Women in Tech! Their faces say it all.😍❤️
ML Fundamentals
Celebrating Women in Tech! Their faces say it all.😍❤️
Entri Coding മലയാളം Beginner 2y ago
How many Epochs? 🤷‍♂️ - Too Many? Not Enough? 🔢 - Topic 094 #ai #ml
ML Fundamentals ⚡ AI Lesson
How many Epochs? 🤷‍♂️ - Too Many? Not Enough? 🔢 - Topic 094 #ai #ml
deeplizard Beginner 2y ago
Celebrating Women in IT! 👩‍💻💪Talk with amazing techies shaping the tech world😍Happy Women's Day 😍
ML Fundamentals
Celebrating Women in IT! 👩‍💻💪Talk with amazing techies shaping the tech world😍Happy Women's Day 😍
Entri Coding മലയാളം Beginner 2y ago
Free V/S Paid Tools
ML Fundamentals ⚡ AI Lesson
Free V/S Paid Tools
Entri Coding മലയാളം Beginner 2y ago
Comment down the value🙌.
ML Fundamentals
Comment down the value🙌.
Entri Coding മലയാളം Beginner 2y ago
Epoch Example ⏳ - Deep Learning Beginner 👶 - Topic 093 #ai #ml
ML Fundamentals ⚡ AI Lesson
Epoch Example ⏳ - Deep Learning Beginner 👶 - Topic 093 #ai #ml
deeplizard Beginner 2y ago
Dreams coded, journeys begin! our students celebrate their journey to becoming successful coders!
ML Fundamentals ⚡ AI Lesson
Dreams coded, journeys begin! our students celebrate their journey to becoming successful coders!
Entri Coding മലയാളം Beginner 2y ago
What is an Epoch? ⏳ - Deep Learning Beginner 👶 - Topic 092 #ai #ml
ML Fundamentals ⚡ AI Lesson
What is an Epoch? ⏳ - Deep Learning Beginner 👶 - Topic 092 #ai #ml
deeplizard Beginner 2y ago
JOB HUNTING SERIES PART -1
ML Fundamentals
JOB HUNTING SERIES PART -1
Entri Coding മലയാളം Beginner 2y ago
Batch Size Impact on Model & Computation 📈 - Deep Learning Beginner 👶 - Topic 091 #ai #ml
ML Fundamentals ⚡ AI Lesson
Batch Size Impact on Model & Computation 📈 - Deep Learning Beginner 👶 - Topic 091 #ai #ml
deeplizard Beginner 2y ago
API or SDK? Your guide to smoother development🧑🏻‍💻.
ML Fundamentals
API or SDK? Your guide to smoother development🧑🏻‍💻.
Entri Coding മലയാളം Beginner 2y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Geospatial Foundations & Vector Analysis
📚 Coursera Course ↗
Self-paced
Geospatial Foundations & Vector Analysis
Opens on Coursera ↗
Build a Machine Learning Image Classifier with Python
📚 Coursera Course ↗
Self-paced
Build a Machine Learning Image Classifier with Python
Opens on Coursera ↗
Automate Cloud Costs & Governance
📚 Coursera Course ↗
Self-paced
Automate Cloud Costs & Governance
Opens on Coursera ↗
Getting Started with Machine Learning at the Edge on Arm
📚 Coursera Course ↗
Self-paced
Getting Started with Machine Learning at the Edge on Arm
Opens on Coursera ↗
Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
📚 Coursera Course ↗
Self-paced
Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
Opens on Coursera ↗
Deep Learning - Artificial Neural Networks with TensorFlow
📚 Coursera Course ↗
Self-paced
Deep Learning - Artificial Neural Networks with TensorFlow
Opens on Coursera ↗