Foundations

ML Fundamentals

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

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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
Finding The Slope Algorithm (Forward Mode Automatic Differentiation) - Computerphile
ML Fundamentals ⚡ AI Lesson
Finding The Slope Algorithm (Forward Mode Automatic Differentiation) - Computerphile
Computerphile Intermediate 1y ago
India’s Warning on DeepSeek AI – Privacy Risk or Hype?
ML Fundamentals
India’s Warning on DeepSeek AI – Privacy Risk or Hype?
Analytics Vidhya Intermediate 1y ago
Building security around ML: Dr. Andrew Davis
ML Fundamentals
Building security around ML: Dr. Andrew Davis
AI Engineer Intermediate 1y ago
Data Science Bootcamp Information Session
ML Fundamentals
Data Science Bootcamp Information Session
Data Science Dojo Intermediate 1y ago
Trends, insights and ideas from 400 funded companies
ML Fundamentals ⚡ AI Lesson
Trends, insights and ideas from 400 funded companies
Harshit Tyagi Intermediate 1y ago
Run Metaflow tasks inside Snowflake with Snowpark
ML Fundamentals ⚡ AI Lesson
Run Metaflow tasks inside Snowflake with Snowpark
Outerbounds Intermediate 1y ago
✅ Perfect resume for every job
ML Fundamentals ⚡ AI Lesson
✅ Perfect resume for every job
Harshit Tyagi Intermediate 1y ago
Career Spotlight: AI Engineer
ML Fundamentals
Career Spotlight: AI Engineer
Coursera Intermediate 1y ago
Reneé Adams #womenleaders #diversityandinclusion Lookahead #2025
ML Fundamentals ⚡ AI Lesson
Reneé Adams #womenleaders #diversityandinclusion Lookahead #2025
Saïd Business School, University of Oxford Intermediate 1y ago
From Beginner to Data Scientist (Free Resources)
ML Fundamentals
From Beginner to Data Scientist (Free Resources)
Jean Lee Intermediate 1y ago
Black Scholes and Greeks in PYTHON For Options Traders | Automatic Differentiation
ML Fundamentals
Black Scholes and Greeks in PYTHON For Options Traders | Automatic Differentiation
Algebraic Continuation Intermediate 1y ago
I Day Traded $1000 of Grocery and Retail Stocks
ML Fundamentals
I Day Traded $1000 of Grocery and Retail Stocks
ritvikmath Intermediate 1y ago
AWS Reinvent 2024 Las Vegas- Day 3 Expo
ML Fundamentals
AWS Reinvent 2024 Las Vegas- Day 3 Expo
Krish Naik Intermediate 1y ago
Data + AI World Tour Paris 2024
ML Fundamentals ⚡ AI Lesson
Data + AI World Tour Paris 2024
Databricks Intermediate 1y ago
Oxford MBA: Careers CV workshop
ML Fundamentals
Oxford MBA: Careers CV workshop
Saïd Business School, University of Oxford Intermediate 1y ago
How Path Tracing Makes Computer Graphics Look Awesome - Computerphile
ML Fundamentals ⚡ AI Lesson
How Path Tracing Makes Computer Graphics Look Awesome - Computerphile
Computerphile Intermediate 1y ago
How To Make 2025 The Best Year: Effective Goal Setting for Engineers
ML Fundamentals
How To Make 2025 The Best Year: Effective Goal Setting for Engineers
Jean Lee Intermediate 1y ago
Enabling NPUs to speed up workload
ML Fundamentals
Enabling NPUs to speed up workload
Chrome for Developers Intermediate 1y ago
Clemson University | Deep Dive into Clemson's MSCS Program | 12.05.24
ML Fundamentals
Clemson University | Deep Dive into Clemson's MSCS Program | 12.05.24
Coursera Intermediate 1y ago
Earn BIG with Generative AI as a Freelancer!
ML Fundamentals ⚡ AI Lesson
Earn BIG with Generative AI as a Freelancer!
Analytics Vidhya Intermediate 1y ago
Why We Need More Data Science Podcasts
ML Fundamentals
Why We Need More Data Science Podcasts
MLOps.community Intermediate 1y ago
AI Engineer Roadmap (6 Steps)
ML Fundamentals
AI Engineer Roadmap (6 Steps)
365 Data Science Intermediate 1y ago
AI Engineer Roadmap (Skills, Education, Interview Prep & More)
ML Fundamentals ⚡ AI Lesson
AI Engineer Roadmap (Skills, Education, Interview Prep & More)
365 Data Science Intermediate 1y ago
Live Q&A With Nitish Singh @CampusX- Ask Any Questions-Data Science
ML Fundamentals
Live Q&A With Nitish Singh @CampusX- Ask Any Questions-Data Science
Krish Naik Intermediate 1y ago
Experimentation in ML #machinelearning #lyft #upskill
ML Fundamentals ⚡ AI Lesson
Experimentation in ML #machinelearning #lyft #upskill
DataCamp Intermediate 1y ago
The back end of ride sharing at Lyft #lyft #rideshare #machinelearning
ML Fundamentals ⚡ AI Lesson
The back end of ride sharing at Lyft #lyft #rideshare #machinelearning
DataCamp Intermediate 1y ago
Estimating mental workload in a simulated flight task using optical f-NIRS signals
ML Fundamentals
Estimating mental workload in a simulated flight task using optical f-NIRS signals
Microsoft Research Intermediate 1y ago
Bridging the Gap  Software Meets Data Science
ML Fundamentals
Bridging the Gap Software Meets Data Science
MLOps.community Intermediate 1y ago
You Can't Solve This Integral Without Making It Harder
ML Fundamentals
You Can't Solve This Integral Without Making It Harder
ritvikmath Intermediate 1y ago
What are text embeddings?
ML Fundamentals ⚡ AI Lesson
What are text embeddings?
Google Cloud Tech Intermediate 1y ago
The Perfect Resume for Data Science & Machine Learning Jobs - Part 2 | Interview Accelerator Course
ML Fundamentals
The Perfect Resume for Data Science & Machine Learning Jobs - Part 2 | Interview Accelerator Course
Sahil Vohra Intermediate 1y ago
New Way Now: Wayfair is driving e-commerce AI innovation with Google Cloud and Snorkel
ML Fundamentals
New Way Now: Wayfair is driving e-commerce AI innovation with Google Cloud and Snorkel
Google Cloud Intermediate 1y ago
Lightning Talk: In-Transit Machine Learning Using PyTorch on Frontier Exascale System- Vineeth Gutta
ML Fundamentals ⚡ AI Lesson
Lightning Talk: In-Transit Machine Learning Using PyTorch on Frontier Exascale System- Vineeth Gutta
PyTorch Intermediate 1y ago
How Modal Labs is creating seamless ML developer experiences
ML Fundamentals
How Modal Labs is creating seamless ML developer experiences
Weights & Biases Intermediate 1y ago
The Perfect Resume for Data Science & Machine Learning Jobs - Part 1 | Interview Accelerator Course
ML Fundamentals ⚡ AI Lesson
The Perfect Resume for Data Science & Machine Learning Jobs - Part 1 | Interview Accelerator Course
Sahil Vohra Intermediate 1y ago
One-click competitor analysis
ML Fundamentals
One-click competitor analysis
Harshit Tyagi Intermediate 1y ago
Clemson University | Live Webinar: Deep Dive into Clemson's MSCS Program | 10.30.24
ML Fundamentals
Clemson University | Live Webinar: Deep Dive into Clemson's MSCS Program | 10.30.24
Coursera Intermediate 1y ago
How Ride Sharing at Lyft Works with Rachita Naik, ML Engineer at Lyft
ML Fundamentals ⚡ AI Lesson
How Ride Sharing at Lyft Works with Rachita Naik, ML Engineer at Lyft
DataCamp Intermediate 1y ago
#258 Machine Learning for Ride Sharing at Lyft | Rachita Naik, ML Engineer at Lyft
ML Fundamentals ⚡ AI Lesson
#258 Machine Learning for Ride Sharing at Lyft | Rachita Naik, ML Engineer at Lyft
DataCamp Intermediate 1y ago
Fortitude: Forging a Trillion Dollar Space Economy
ML Fundamentals
Fortitude: Forging a Trillion Dollar Space Economy
Saïd Business School, University of Oxford Intermediate 1y ago
Highlights from UBS CEO Sergio Ermotti speaking to MBA students and alumni.
ML Fundamentals
Highlights from UBS CEO Sergio Ermotti speaking to MBA students and alumni.
Saïd Business School, University of Oxford Intermediate 1y ago
The Best Data Science Course In Market
ML Fundamentals
The Best Data Science Course In Market
Krish Naik Intermediate 1y ago
Harris vs. Trump : A Data Scientist's Prediction (1 Month To Go)
ML Fundamentals
Harris vs. Trump : A Data Scientist's Prediction (1 Month To Go)
ritvikmath Intermediate 1y ago
How to Build a Career in Generative AI? #generativeai #careeringenerativeAI
ML Fundamentals ⚡ AI Lesson
How to Build a Career in Generative AI? #generativeai #careeringenerativeAI
Analytics Vidhya Intermediate 1y ago
West Virginia University: Discover the Master of Science in Software Engineering (MSSE)
ML Fundamentals
West Virginia University: Discover the Master of Science in Software Engineering (MSSE)
Coursera Intermediate 1y ago
Critical Importance of Vulnerability Scanning in Software Development // Harcharan Kabbay // shorts
ML Fundamentals
Critical Importance of Vulnerability Scanning in Software Development // Harcharan Kabbay // shorts
MLOps.community Intermediate 1y ago
Webinar: Ace your finance application
ML Fundamentals ⚡ AI Lesson
Webinar: Ace your finance application
Saïd Business School, University of Oxford Intermediate 1y ago
Forget Coding Projects: This is How You Get Hired
ML Fundamentals
Forget Coding Projects: This is How You Get Hired
Jean Lee Intermediate 1y ago
📚 Continue on Coursera External links · Free to audit
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Diabetes Prediction With Pyspark MLLIB
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Diabetes Prediction With Pyspark MLLIB
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Cisco UCS-X Infrastructure Design for AI Workloads
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Cisco UCS-X Infrastructure Design for AI Workloads
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Basics of Chatbots with Machine Learning & Python
📚 External: Coursera ↗
Self-paced
Basics of Chatbots with Machine Learning & Python
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Recommender Systems with Machine Learning
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Self-paced
Recommender Systems with Machine Learning
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Calculus: Single Variable Part 1 - Functions
📚 External: Coursera ↗
Self-paced
Calculus: Single Variable Part 1 - Functions
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AI Fundamentals for Non-Data Scientists
📚 External: Coursera ↗
Self-paced
AI Fundamentals for Non-Data Scientists
Opens on Coursera ↗