Foundations

ML Fundamentals

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

11,116
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
5876A Worlds Robot Reveal 'Double Trouble' (Abbotsleigh Junior, Australia)
ML Fundamentals
5876A Worlds Robot Reveal 'Double Trouble' (Abbotsleigh Junior, Australia)
Creator Academy Australia Intermediate 2w ago
TCS NQT 2026 ๐Ÿš€ DSA Day 01 | Interview Preparation Start | How To Crack TCS NQT Interview?
ML Fundamentals
TCS NQT 2026 ๐Ÿš€ DSA Day 01 | Interview Preparation Start | How To Crack TCS NQT Interview?
GeeksforGeeks Beginner 2w ago
CS50 Office Hours with Professor David J. Malan and Brian Yu
ML Fundamentals
CS50 Office Hours with Professor David J. Malan and Brian Yu
CS50 Beginner 2w ago
Python FastAPI Tutorial (Part 15): PostgreSQL and Alembic - Database Migrations for Production
ML Fundamentals
Python FastAPI Tutorial (Part 15): PostgreSQL and Alembic - Database Migrations for Production
Corey Schafer Beginner 2w ago
Machine Learning With Python Full Course 2026 | Python Machine Learning For Beginners | Simplilearn
ML Fundamentals
Machine Learning With Python Full Course 2026 | Python Machine Learning For Beginners | Simplilearn
Simplilearn Beginner 2w ago
I Used To Hate Python
ML Fundamentals
I Used To Hate Python
ArjanCodes Beginner 2w ago
.loc vs .iloc Explained in 30 Seconds ๐Ÿคฏ (Pandas)
ML Fundamentals
.loc vs .iloc Explained in 30 Seconds ๐Ÿคฏ (Pandas)
Analytics Vidhya Beginner 2w ago
Machine Learning With Python Full Course 2026 | Python Machine Learning For Beginners | Simplilearn
ML Fundamentals
Machine Learning With Python Full Course 2026 | Python Machine Learning For Beginners | Simplilearn
Simplilearn Beginner 2w ago
63331A Worlds Robot Reveal (Ryde Secondary College, Australia)
ML Fundamentals
63331A Worlds Robot Reveal (Ryde Secondary College, Australia)
Creator Academy Australia Intermediate 2w ago
How Quantum Instructions Work
ML Fundamentals
How Quantum Instructions Work
Real Python Beginner 2w ago
Linus Torvalds Just Roasted Windows #linux #windows #programming #knowledge
ML Fundamentals
Linus Torvalds Just Roasted Windows #linux #windows #programming #knowledge
WebKnower Intermediate 2w ago
Adding Python to PATH: Understanding What PATH Is & Adding Python to PATH on Windows
ML Fundamentals
Adding Python to PATH: Understanding What PATH Is & Adding Python to PATH on Windows
Real Python Beginner 2w 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 2w ago
Cohere Transcribe AI Model That Runs on Your Laptop โ€” No API, No GPU
ML Fundamentals
Cohere Transcribe AI Model That Runs on Your Laptop โ€” No API, No GPU
AI Anytime Advanced 2w 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 2w ago
The Original Biggest Numbers - Numberphile
ML Fundamentals
The Original Biggest Numbers - Numberphile
Numberphile Beginner 2w ago
How to Become an AI Engineer FAST (2026) | AI Engineering Roadmap
ML Fundamentals โšก AI Lesson
How to Become an AI Engineer FAST (2026) | AI Engineering Roadmap
Sajjaad Khader Beginner 2w ago
18: Object Recognition (cont'd), Texture Perception
ML Fundamentals โšก AI Lesson
18: Object Recognition (cont'd), Texture Perception
MIT OpenCourseWare Intermediate 2w ago
AI Engineers: How to Start and Transit into AI/ML Roles in 2026?
ML Fundamentals
AI Engineers: How to Start and Transit into AI/ML Roles in 2026?
AI Coach John (Tamil) Beginner 2w ago
Famous Computer Science Algorithms - Full Course
ML Fundamentals โšก AI Lesson
Famous Computer Science Algorithms - Full Course
Tech With Tim Beginner 3w ago
How AI Learns to Recognize Faces
ML Fundamentals
How AI Learns to Recognize Faces
Insightforge | AI & Data Science Beginner 3w ago
K-Means Clustering Explained Simply ๐Ÿค–
ML Fundamentals โšก AI Lesson
K-Means Clustering Explained Simply ๐Ÿค–
Analytics Vidhya Beginner 3w ago
How Important are Benchmarks in Deep Learning?
ML Fundamentals
How Important are Benchmarks in Deep Learning?
Deep Learning with Yacine Beginner 3w ago
This is the new king of Continuous Integration for Software Developers. Faster and Better.
ML Fundamentals
This is the new king of Continuous Integration for Software Developers. Faster and Better.
Underfitted Beginner 3w 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 3w ago
The Easiest ML Algorithm Explained KNN
ML Fundamentals
The Easiest ML Algorithm Explained KNN
Insightforge | AI & Data Science Beginner 3w ago
Apache Spark Structured Streaming: Real-Time Mode
ML Fundamentals โšก AI Lesson
Apache Spark Structured Streaming: Real-Time Mode
Databricks Intermediate 3w ago
Random Forests - Explained
ML Fundamentals
Random Forests - Explained
DataMListic Beginner 3w ago
๐Ÿ”ฅCan Freshers Get 20+ LPA in AI and Data Science? Truth revealed | Intellipaat
ML Fundamentals
๐Ÿ”ฅCan Freshers Get 20+ LPA in AI and Data Science? Truth revealed | Intellipaat
Intellipaat Beginner 3w 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 3w ago
Machine Learning With Python Full Course 2026 | Python Machine Learning For Beginners | Simplilearn
ML Fundamentals
Machine Learning With Python Full Course 2026 | Python Machine Learning For Beginners | Simplilearn
Simplilearn Beginner 2w ago
Python For Data Science Full Course 2026 [FREE] | Applied Data Science With Python | Simplilearn
ML Fundamentals
Python For Data Science Full Course 2026 [FREE] | Applied Data Science With Python | Simplilearn
Simplilearn Beginner 2w ago
Applied Data Science With Python Full Course 2026 [Free] | Python For Data Science | Simplilearn
ML Fundamentals
Applied Data Science With Python Full Course 2026 [Free] | Python For Data Science | Simplilearn
Simplilearn Beginner 2w ago
Applied Data Science With Python Full Course 2026 [Free] | Python For Data Science | Simplilearn
ML Fundamentals
Applied Data Science With Python Full Course 2026 [Free] | Python For Data Science | Simplilearn
Simplilearn Beginner 2w ago
Applied Data Science With Python Full Course 2026 [Free] | Python For Data Science | Simplilearn
ML Fundamentals
Applied Data Science With Python Full Course 2026 [Free] | Python For Data Science | Simplilearn
Simplilearn Beginner 2w 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 2w ago
Java Developer Full Course 2026 | Learn Java In 24 Hours | Java Tutorial For Beginners | Simplilearn
ML Fundamentals
Java Developer Full Course 2026 | Learn Java In 24 Hours | Java Tutorial For Beginners | Simplilearn
Simplilearn Beginner 2w ago
Write Cleaner Python With Single Responsibility
ML Fundamentals
Write Cleaner Python With Single Responsibility
Real Python Beginner 2w ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 2w ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 2w ago
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
ML Fundamentals
AI With Python Full Course 2026 [FREE] | Learn Artificial Intelligence With Python | Simplilearn
Simplilearn Beginner 2w ago
Start Machine Learning With Java And Python #shorts #java #ml #python #programming
ML Fundamentals
Start Machine Learning With Java And Python #shorts #java #ml #python #programming
WebKnower Beginner 2w ago
Java vs Python | Which is Better in 2026? | Java vs Python: Key Differences #shorts #simplilearn
ML Fundamentals
Java vs Python | Which is Better in 2026? | Java vs Python: Key Differences #shorts #simplilearn
Simplilearn Beginner 3w ago
Deep  Learning Engineer Roadmap 2026 | How to become Deep Learning Engineer in 2026 ? #simplilearn
ML Fundamentals
Deep Learning Engineer Roadmap 2026 | How to become Deep Learning Engineer in 2026 ? #simplilearn
Simplilearn Beginner 3w ago
5 YouTube Channels to Master Machine Learning in 2026 ๐Ÿš€
ML Fundamentals
5 YouTube Channels to Master Machine Learning in 2026 ๐Ÿš€
Analytics Vidhya Beginner 3w ago
8 vs 100K Neurons Explained
ML Fundamentals โšก AI Lesson
8 vs 100K Neurons Explained
Insightforge | AI & Data Science Beginner 3w ago
5 Machine Learning Algorithms You Must Know ๐Ÿค–
ML Fundamentals โšก AI Lesson
5 Machine Learning Algorithms You Must Know ๐Ÿค–
Analytics Vidhya Beginner 3w ago
Bayes Theorem Explained
ML Fundamentals
Bayes Theorem Explained
Insightforge | AI & Data Science Beginner 3w ago
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