Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

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lessons
Skills in this topic
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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
Linus Torvalds Says Its Not A Bug Its A Feature #shorts #linux #programming #knowledge
ML Fundamentals
Linus Torvalds Says Its Not A Bug Its A Feature #shorts #linux #programming #knowledge
WebKnower Intermediate 1mo ago
5876A Worlds Robot Reveal 'Double Trouble' (Abbotsleigh Junior, Australia)
ML Fundamentals
5876A Worlds Robot Reveal 'Double Trouble' (Abbotsleigh Junior, Australia)
Creator Academy Australia Intermediate 1mo ago
63331A Worlds Robot Reveal (Ryde Secondary College, Australia)
ML Fundamentals
63331A Worlds Robot Reveal (Ryde Secondary College, Australia)
Creator Academy Australia Intermediate 1mo ago
New Open Audio Models ๐Ÿค— | Recap with Jeff
ML Fundamentals
New Open Audio Models ๐Ÿค— | Recap with Jeff
Hugging Face Intermediate 1mo ago
Linus Torvalds Just Roasted Windows #linux #windows #programming #knowledge
ML Fundamentals
Linus Torvalds Just Roasted Windows #linux #windows #programming #knowledge
WebKnower Intermediate 1mo ago
Your Ground Truth Is Wrong: Evaluating STT with truth files & semantic WER | AssemblyAI Workshop
ML Fundamentals
Your Ground Truth Is Wrong: Evaluating STT with truth files & semantic WER | AssemblyAI Workshop
AssemblyAI Intermediate 1mo ago
18: Object Recognition (cont'd), Texture Perception
ML Fundamentals โšก AI Lesson
18: Object Recognition (cont'd), Texture Perception
MIT OpenCourseWare Intermediate 1mo ago
The Rise of Answer Engines - The Day Search Changed Forever
ML Fundamentals โšก AI Lesson
The Rise of Answer Engines - The Day Search Changed Forever
Tuhin Banik Intermediate 1mo ago
Apache Spark Structured Streaming: Real-Time Mode
ML Fundamentals โšก AI Lesson
Apache Spark Structured Streaming: Real-Time Mode
Databricks Intermediate 1mo ago
Semantic Layers in the Age of AI are 100% Needed
ML Fundamentals โšก AI Lesson
Semantic Layers in the Age of AI are 100% Needed
Alex the Analyst Intermediate 1mo ago
The Next AI Bottleneck
ML Fundamentals โšก AI Lesson
The Next AI Bottleneck
The Information Intermediate 1mo ago
TensorFlow Developer Professional Certificate
ML Fundamentals
TensorFlow Developer Professional Certificate
DeepLearningAI Intermediate 1mo ago
๐Ÿ”ฅMLOps Engineer Roadmap in 2026 | How to become MLOps Engineer in 2026 ? #shorts  #simplilearn
ML Fundamentals
๐Ÿ”ฅMLOps Engineer Roadmap in 2026 | How to become MLOps Engineer in 2026 ? #shorts #simplilearn
Simplilearn Intermediate 1mo ago
Session 11: Gas Exchange Across the Air-sea Interface
ML Fundamentals โšก AI Lesson
Session 11: Gas Exchange Across the Air-sea Interface
MIT OpenCourseWare Intermediate 1mo ago
Oxford MBA: Career guidance #oxforduniversity
ML Fundamentals
Oxford MBA: Career guidance #oxforduniversity
Saรฏd Business School, University of Oxford Intermediate 1mo ago
Choosing the Right Model is Hard. Maintaining Accuracy is Harder.
ML Fundamentals โšก AI Lesson
Choosing the Right Model is Hard. Maintaining Accuracy is Harder.
MLOps.community Intermediate 1mo ago
How CNNs Actually "See" Images
ML Fundamentals โšก AI Lesson
How CNNs Actually "See" Images
Insightforge | AI & Data Science Intermediate 1mo ago
Top Skill Hiring Managers Look for in AI Engineers
ML Fundamentals โšก AI Lesson
Top Skill Hiring Managers Look for in AI Engineers
codebasics Intermediate 1mo ago
How do you find the balance between too much and too little in code and process reviews?
ML Fundamentals โšก AI Lesson
How do you find the balance between too much and too little in code and process reviews?
freeCodeCamp.org Intermediate 1mo ago
๐ŸŽง LoFi Beats for Coding & Focus: Calm Beats to Study, Build, and Think
ML Fundamentals โšก AI Lesson
๐ŸŽง LoFi Beats for Coding & Focus: Calm Beats to Study, Build, and Think
DeepLearning.AI Intermediate 1mo ago
Temporal Networks, Where Page Rank meets Lord of the Rings - Computerphile
ML Fundamentals โšก AI Lesson
Temporal Networks, Where Page Rank meets Lord of the Rings - Computerphile
Computerphile Intermediate 1mo ago
MCP Dev Summit [Day 2] ft AWS, Docker, & Datadog
ML Fundamentals
MCP Dev Summit [Day 2] ft AWS, Docker, & Datadog
MLOps.community Intermediate 1mo ago
Top 10 No-Code Development Platforms in 2026 ๐Ÿš€ Build Apps Without Coding
ML Fundamentals โšก AI Lesson
Top 10 No-Code Development Platforms in 2026 ๐Ÿš€ Build Apps Without Coding
Analytics Vidhya Intermediate 1mo ago
How to BEAT 99% of computer science students
ML Fundamentals
How to BEAT 99% of computer science students
Sajjaad Khader Intermediate 2mo ago
Top 5 FREE Data Analyst Courses with Certificates in 2026 ๐Ÿš€
ML Fundamentals โšก AI Lesson
Top 5 FREE Data Analyst Courses with Certificates in 2026 ๐Ÿš€
Analytics Vidhya Intermediate 2mo ago
Highlights from Distinguished Speaker Seminar with Sir Ronnie Cohen
ML Fundamentals
Highlights from Distinguished Speaker Seminar with Sir Ronnie Cohen
Saรฏd Business School, University of Oxford Intermediate 2mo ago
NLP e2e Industry Level Project Part - 5 | Model Evaluation | Inference Pipeline | Complaint Routing
ML Fundamentals
NLP e2e Industry Level Project Part - 5 | Model Evaluation | Inference Pipeline | Complaint Routing
Switch 2 AI Intermediate 2mo ago
Generative AI Architect Roadmap 2026 | How to become Generative AI Architect ? #shorts #simplilearn
ML Fundamentals
Generative AI Architect Roadmap 2026 | How to become Generative AI Architect ? #shorts #simplilearn
Simplilearn Intermediate 2mo ago
Live coding with OpenSpec
ML Fundamentals
Live coding with OpenSpec
West Coast Machine Learning Intermediate 2mo ago
Industry NLP | DL Project Part 3 Handling Imbalanced Data LSTM Training and Model Saving
ML Fundamentals
Industry NLP | DL Project Part 3 Handling Imbalanced Data LSTM Training and Model Saving
Switch 2 AI Intermediate 2mo ago
What Is MLOps? From Model to Production
ML Fundamentals
What Is MLOps? From Model to Production
Coursera Intermediate 2mo ago
Edge Impulse Unleashed A Practical Guide to Edge ML
ML Fundamentals
Edge Impulse Unleashed A Practical Guide to Edge ML
AiInSixtySec Intermediate 2mo ago
Data Scientist Roadmap
ML Fundamentals
Data Scientist Roadmap
Coursera Intermediate 2mo ago
Solution to the ladybug clock puzzle
ML Fundamentals
Solution to the ladybug clock puzzle
3Blue1Brown Intermediate 2mo ago
The #1 Skill We Look for When Hiring AI Engineers
ML Fundamentals โšก AI Lesson
The #1 Skill We Look for When Hiring AI Engineers
codebasics Intermediate 2mo ago
Inside the $100B Data Center Play
ML Fundamentals
Inside the $100B Data Center Play
The Information Intermediate 3mo ago
How Self-Driving Technology Completely Changed
ML Fundamentals
How Self-Driving Technology Completely Changed
No Priors: AI, Machine Learning, Tech, & Startups Intermediate 3mo ago
Digital Signal Processing With Audio Data - Computerphile
ML Fundamentals โšก AI Lesson
Digital Signal Processing With Audio Data - Computerphile
Computerphile Intermediate 3mo ago
Linus Torvalds Explains Why Linux Still Excites Him #shorts #linux #programming #knowledge
ML Fundamentals
Linus Torvalds Explains Why Linux Still Excites Him #shorts #linux #programming #knowledge
WebKnower Intermediate 1mo ago
Why Linus Torvalds Says He Is Not A Visionary #shorts #linux #opensource #programming #knowledge
ML Fundamentals
Why Linus Torvalds Says He Is Not A Visionary #shorts #linux #opensource #programming #knowledge
WebKnower Intermediate 1mo ago
Session 17: Sinking Particles and Remineralization (2)
ML Fundamentals โšก AI Lesson
Session 17: Sinking Particles and Remineralization (2)
MIT OpenCourseWare Intermediate 1mo ago
Session 10: Non-conservative Processes in Estuaries/ Groundwater/Hydrothermal
ML Fundamentals โšก AI Lesson
Session 10: Non-conservative Processes in Estuaries/ Groundwater/Hydrothermal
MIT OpenCourseWare Intermediate 1mo ago
Session 14: Primary Production (2)
ML Fundamentals โšก AI Lesson
Session 14: Primary Production (2)
MIT OpenCourseWare Intermediate 1mo ago
Episode 1: Make a confident career pivot with this 3-step framework
ML Fundamentals
Episode 1: Make a confident career pivot with this 3-step framework
Saรฏd Business School, University of Oxford Intermediate 2mo ago
Decision Tree Machine Learning Explained Simply
ML Fundamentals
Decision Tree Machine Learning Explained Simply
Coursera Intermediate 3mo ago
Why People Skills Matter at Work (And How to Improve Them)
ML Fundamentals
Why People Skills Matter at Work (And How to Improve Them)
Coursera Intermediate 3mo ago
๐Ÿ”ฅMachine Learning Engineer Roadmap 2026  #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅMachine Learning Engineer Roadmap 2026 #shorts #simplilearn
Simplilearn Intermediate 3mo ago
๐Ÿ”ฅMachine lComplete Machine Learning Course #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅMachine lComplete Machine Learning Course #shorts #simplilearn
Simplilearn Intermediate 3mo ago
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Machine Learning with PySpark: Customer Churn Analysis
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Machine Learning with PySpark: Customer Churn Analysis
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Natural Language Processing with Probabilistic Models
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Natural Language Processing with Probabilistic Models
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Network and Security Optimization in Telecommunication
๐Ÿ“š Coursera Course โ†—
Self-paced
Network and Security Optimization in Telecommunication
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Deploying Deep Learning: Quantization, Serving, and Edge AI
๐Ÿ“š Coursera Course โ†—
Self-paced
Deploying Deep Learning: Quantization, Serving, and Edge AI
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Microsoft Azure - Basics
๐Ÿ“š Coursera Course โ†—
Self-paced
Microsoft Azure - Basics
Opens on Coursera โ†—
Data Pipelines with TensorFlow Data Services
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Data Pipelines with TensorFlow Data Services
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