Foundations

ML Fundamentals

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

19,733
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
When Higher Volatility is Better in the Stock Market : Call Options
ML Fundamentals ⚡ AI Lesson
When Higher Volatility is Better in the Stock Market : Call Options
ritvikmath Intermediate 2y ago
Your New 8 GPU AI Daily Driver Rig: Supermicro SuperServer 4028GR-TRT
ML Fundamentals
Your New 8 GPU AI Daily Driver Rig: Supermicro SuperServer 4028GR-TRT
TheDataDaddi Intermediate 2y ago
Don't get attached to a programming language!
ML Fundamentals ⚡ AI Lesson
Don't get attached to a programming language!
codebasics Intermediate 2y ago
Mastering Streamlit in 2024: Creating Interactive Applications with Input Widgets (02)
ML Fundamentals
Mastering Streamlit in 2024: Creating Interactive Applications with Input Widgets (02)
Python Tutorials for Digital Humanities Intermediate 2y ago
Don't put toy dataset projects on your resume!
ML Fundamentals
Don't put toy dataset projects on your resume!
codebasics Intermediate 2y ago
Oxford Saïd Elumni Community
ML Fundamentals
Oxford Saïd Elumni Community
Saïd Business School, University of Oxford Intermediate 2y ago
Strategic Subset Selection in Satellite Imagery: Machine Vision Insights
ML Fundamentals
Strategic Subset Selection in Satellite Imagery: Machine Vision Insights
Microsoft Research Intermediate 2y ago
Advance your career in Data Science with the University of Leeds
ML Fundamentals
Advance your career in Data Science with the University of Leeds
Coursera Intermediate 2y ago
I Day Traded $1000 with the Hidden Markov Model
ML Fundamentals
I Day Traded $1000 with the Hidden Markov Model
ritvikmath Intermediate 2y ago
Oxford MSc Financial Economics (MFE) careers day in London
ML Fundamentals ⚡ AI Lesson
Oxford MSc Financial Economics (MFE) careers day in London
Saïd Business School, University of Oxford Intermediate 2y ago
Master of Science in Software Engineering Program Information Session | March 12 , 2024
ML Fundamentals
Master of Science in Software Engineering Program Information Session | March 12 , 2024
Coursera Intermediate 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
Industry 4.0 Success: Dell Technologies and Telit Cinterion
ML Fundamentals
Industry 4.0 Success: Dell Technologies and Telit Cinterion
Telit Cinterion 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
Cosine Similarity ← Natural Language Processing ← Socratica
ML Fundamentals
Cosine Similarity ← Natural Language Processing ← Socratica
Socratica Intermediate 2y ago
Getting Back on Grid
ML Fundamentals ⚡ AI Lesson
Getting Back on Grid
Sentdex Intermediate 2y ago
How to Win DataCamp Competitions | Tips From Previous Winners
ML Fundamentals ⚡ AI Lesson
How to Win DataCamp Competitions | Tips From Previous Winners
DataCamp Intermediate 2y ago
The medical test paradox (well "paradox")
ML Fundamentals ⚡ AI Lesson
The medical test paradox (well "paradox")
3Blue1Brown Intermediate 2y ago
TensorFlow Object Detection | Realtime Object Detection with TensorFlow | TensorFlow Python |Edureka
ML Fundamentals
TensorFlow Object Detection | Realtime Object Detection with TensorFlow | TensorFlow Python |Edureka
edureka! Intermediate 2y ago
Forgotten history of Calculus in India
ML Fundamentals ⚡ AI Lesson
Forgotten history of Calculus in India
CodeEmporium Intermediate 2y ago
Calculus in 60 seconds
ML Fundamentals ⚡ AI Lesson
Calculus in 60 seconds
CodeEmporium Intermediate 2y ago
Top 6 Data Science GitHub Projects || MUST BOOKMARK 🔥
ML Fundamentals
Top 6 Data Science GitHub Projects || MUST BOOKMARK 🔥
Analytics Vidhya Intermediate 2y ago
Learn AI on Google Cloud to advance your career
ML Fundamentals
Learn AI on Google Cloud to advance your career
Google Cloud Intermediate 2y ago
LLM Agent Fine-Tuning: Enhancing Task Automation with Weights & Biases
ML Fundamentals
LLM Agent Fine-Tuning: Enhancing Task Automation with Weights & Biases
DeepLearningAI Intermediate 2y ago
Deploying ML models to mobile devices
ML Fundamentals ⚡ AI Lesson
Deploying ML models to mobile devices
TensorFlow Intermediate 2y ago
Enabling anyone to build with Google AI
ML Fundamentals ⚡ AI Lesson
Enabling anyone to build with Google AI
TensorFlow Intermediate 2y ago
Defining Regular Expressions (RegEx) - Computerphile
ML Fundamentals ⚡ AI Lesson
Defining Regular Expressions (RegEx) - Computerphile
Computerphile Intermediate 2y ago
A short on shorts
ML Fundamentals
A short on shorts
3Blue1Brown Intermediate 2y ago
Getting into AI or Machine learning Engineering
ML Fundamentals
Getting into AI or Machine learning Engineering
Jean Lee Intermediate 2y ago
Tkinter Python Tutorial | Python GUI Programming Using Tkinter Tutorial | Python Training  | Edureka
ML Fundamentals
Tkinter Python Tutorial | Python GUI Programming Using Tkinter Tutorial | Python Training | Edureka
edureka! Intermediate 2y ago
AI for Good by DeepLearning.AI Now Available
ML Fundamentals ⚡ AI Lesson
AI for Good by DeepLearning.AI Now Available
DeepLearningAI Intermediate 2y ago
Air Quality Index Prediction in Python | Machine Learning Projects | GeeksforGeeks
ML Fundamentals
Air Quality Index Prediction in Python | Machine Learning Projects | GeeksforGeeks
GeeksforGeeks Intermediate 2y ago
AI ROBOT to make O2 on Mars (without Humans)
ML Fundamentals ⚡ AI Lesson
AI ROBOT to make O2 on Mars (without Humans)
1littlecoder Intermediate 2y ago
TWITTER SENTIMENT ANALYSIS (NLP) | Machine Learning Projects | GeeksforGeeks
ML Fundamentals
TWITTER SENTIMENT ANALYSIS (NLP) | Machine Learning Projects | GeeksforGeeks
GeeksforGeeks Intermediate 2y ago
Managing Information Security Risk with CIS Controls
ML Fundamentals ⚡ AI Lesson
Managing Information Security Risk with CIS Controls
SANS Institute Intermediate 2y ago
Resume Project Challenge 10!
ML Fundamentals
Resume Project Challenge 10!
codebasics Intermediate 2y ago
The Good, Bad, and Ugly aspects of a Data Analyst Career!
ML Fundamentals
The Good, Bad, and Ugly aspects of a Data Analyst Career!
codebasics Intermediate 2y ago
Oxford Saïd's Director of Career Development Joy Bussell's tips on resilience in your career journey
ML Fundamentals ⚡ AI Lesson
Oxford Saïd's Director of Career Development Joy Bussell's tips on resilience in your career journey
Saïd Business School, University of Oxford Intermediate 2y ago
Day in the life of a Social Finance participant
ML Fundamentals ⚡ AI Lesson
Day in the life of a Social Finance participant
Saïd Business School, University of Oxford Intermediate 2y ago
Skipping your bachelor’s degree and diving straight into a master’s degree
ML Fundamentals
Skipping your bachelor’s degree and diving straight into a master’s degree
Coursera Intermediate 2y ago
📣No test scores, transcripts, or applications.
ML Fundamentals
📣No test scores, transcripts, or applications.
Coursera Intermediate 2y ago
Skyrocket your career with this single tip!
ML Fundamentals
Skyrocket your career with this single tip!
codebasics Intermediate 2y ago
Limits and inifinity in calculus
ML Fundamentals ⚡ AI Lesson
Limits and inifinity in calculus
CodeEmporium Intermediate 2y ago
Cuneiforms and Calculus
ML Fundamentals ⚡ AI Lesson
Cuneiforms and Calculus
CodeEmporium Intermediate 2y ago
It’s one thing to know about the #metaverse, but what about BUILDING it? 🌐
ML Fundamentals
It’s one thing to know about the #metaverse, but what about BUILDING it? 🌐
Coursera Intermediate 2y ago
Using AI in Robotics
ML Fundamentals ⚡ AI Lesson
Using AI in Robotics
DataCamp Intermediate 2y ago
No test scores, transcripts, or even an application to enroll in these degree programs! 📣
ML Fundamentals
No test scores, transcripts, or even an application to enroll in these degree programs! 📣
Coursera Intermediate 2y ago
The Unexpected Pure Math You Have to Know as a Data Scientist : Pythagorean Means
ML Fundamentals
The Unexpected Pure Math You Have to Know as a Data Scientist : Pythagorean Means
ritvikmath Intermediate 2y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Optimize Deep Learning: Stabilize and Diagnose Models
📚 External: Coursera ↗
Self-paced
Optimize Deep Learning: Stabilize and Diagnose Models
Opens on Coursera ↗
AI Foundations for Creativity
📚 External: Coursera ↗
Self-paced
AI Foundations for Creativity
Opens on Coursera ↗
Practical Predictive Analytics: Models and Methods
📚 External: Coursera ↗
Self-paced
Practical Predictive Analytics: Models and Methods
Opens on Coursera ↗
Computer Vision in Microsoft Azure
📚 External: Coursera ↗
Self-paced
Computer Vision in Microsoft Azure
Opens on Coursera ↗
Introduction to AI and Machine Learning on GC - Deutsch
📚 External: Coursera ↗
Self-paced
Introduction to AI and Machine Learning on GC - Deutsch
Opens on Coursera ↗
Data Processing, Machine Learning, and Model Evaluation
📚 External: Coursera ↗
Self-paced
Data Processing, Machine Learning, and Model Evaluation
Opens on Coursera ↗