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
Weights & Losses ๐Ÿ‹๏ธ - Gradient Descent Optimization ๐Ÿ”„ - Topic 083 #ai #ml
ML Fundamentals โšก AI Lesson
Weights & Losses ๐Ÿ‹๏ธ - Gradient Descent Optimization ๐Ÿ”„ - Topic 083 #ai #ml
deeplizard Beginner 2y ago
Weight Updates for Lower Loss ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 082 #ai #ml
ML Fundamentals โšก AI Lesson
Weight Updates for Lower Loss ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 082 #ai #ml
deeplizard Beginner 2y ago
Difference between Underfitting and Overfitting
ML Fundamentals
Difference between Underfitting and Overfitting
Analytics Vidhya Beginner 2y ago
TIPS FOR A SUCCESSFUL JOB INTERVIEW
ML Fundamentals
TIPS FOR A SUCCESSFUL JOB INTERVIEW
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Millions of Jobs Lost, But These 5 Are Skyrocketing
ML Fundamentals
Millions of Jobs Lost, But These 5 Are Skyrocketing
Jean Lee Beginner 2y ago
What is Deep Learning (in 5 Minutes) | Course Playlist
ML Fundamentals
What is Deep Learning (in 5 Minutes) | Course Playlist
Analytics Vidhya Beginner 2y ago
t-distributed Stochastic Neighbor Embedding (t-SNE) | Dimensionality Reduction Techniques  (4/5)
ML Fundamentals โšก AI Lesson
t-distributed Stochastic Neighbor Embedding (t-SNE) | Dimensionality Reduction Techniques (4/5)
DeepFindr Beginner 2y ago
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ML Fundamentals
Chrome Extensions for Developers
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9 Unguided data projects for your Resume!
ML Fundamentals
9 Unguided data projects for your Resume!
codebasics Beginner 2y ago
Machine Learning Model Explainability with LIME in Python
ML Fundamentals โšก AI Lesson
Machine Learning Model Explainability with LIME in Python
NeuralNine Beginner 2y ago
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ML Fundamentals
Pursuing his childhood dream of becoming a video game developer
Coursera Beginner 2y ago
Shaping the World of Robotics with Chelsea Finn
ML Fundamentals
Shaping the World of Robotics with Chelsea Finn
Weights & Biases Beginner 2y ago
A Deep Dive into the Online Dartmouth MEng Curriculum - February 14th
ML Fundamentals
A Deep Dive into the Online Dartmouth MEng Curriculum - February 14th
Coursera Beginner 2y ago
Flashcards: 100% FREE Learning Tool to Boost Memory Retention and Learn Data Science Faster
ML Fundamentals
Flashcards: 100% FREE Learning Tool to Boost Memory Retention and Learn Data Science Faster
365 Data Science Beginner 2y ago
AWS GameDay: League of Legends โ€“ How Does It Work?
ML Fundamentals
AWS GameDay: League of Legends โ€“ How Does It Work?
AWS Developers Beginner 2y ago
Resume Checklist!
ML Fundamentals
Resume Checklist!
codebasics Beginner 2y ago
Despliega Modelos de MACHINE LEARNING como un PROFESIONAL - MLOPS
ML Fundamentals
Despliega Modelos de MACHINE LEARNING como un PROFESIONAL - MLOPS
AlexFocus Beginner 2y ago
Embeddings - EXPLAINED!
ML Fundamentals โšก AI Lesson
Embeddings - EXPLAINED!
CodeEmporium Beginner 2y ago
The Dirichlet Distribution : Data Science Basics
ML Fundamentals
The Dirichlet Distribution : Data Science Basics
ritvikmath Beginner 2y ago
Probability Calibration For Machine Learning in Python
ML Fundamentals โšก AI Lesson
Probability Calibration For Machine Learning in Python
NeuralNine Beginner 2y ago
Focusing on Data Science & Less on Engineering and Dependencies | Real Python Podcast #191
ML Fundamentals
Focusing on Data Science & Less on Engineering and Dependencies | Real Python Podcast #191
Real Python Beginner 2y ago
C++ interview Questions and Answers | C++ Interview Questions and Answers For Freshers | Edureka
ML Fundamentals
C++ interview Questions and Answers | C++ Interview Questions and Answers For Freshers | Edureka
edureka! Beginner 2y ago
How to Become a Machine Learning Engineer in 2025
ML Fundamentals โšก AI Lesson
How to Become a Machine Learning Engineer in 2025
365 Data Science Beginner 2y ago
SeeTree: Helping offset forestsโ€™ carbon with rapid machine learning insights
ML Fundamentals
SeeTree: Helping offset forestsโ€™ carbon with rapid machine learning insights
Google Cloud Beginner 2y ago
7 Libros ๐Ÿ“•Como ser DATA SCIENTIST en 2024 (Ciencia de Datos)
ML Fundamentals
7 Libros ๐Ÿ“•Como ser DATA SCIENTIST en 2024 (Ciencia de Datos)
AlexFocus Beginner 2y ago
Stanford EE259 I Lenses, image sensors, image signal processing I 2023 I Lecture 20
ML Fundamentals
Stanford EE259 I Lenses, image sensors, image signal processing I 2023 I Lecture 20
Stanford Online Beginner 2y ago
Minimizing the Loss ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 081 #ai #ml
ML Fundamentals โšก AI Lesson
Minimizing the Loss ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 081 #ai #ml
deeplizard Beginner 2y ago
Loss Function Output ๐Ÿ“‰ - Refining Neural Precision ๐Ÿ› ๏ธ - Topic 080 #ai #ml
ML Fundamentals โšก AI Lesson
Loss Function Output ๐Ÿ“‰ - Refining Neural Precision ๐Ÿ› ๏ธ - Topic 080 #ai #ml
deeplizard Beginner 2y ago
Insights into Loss Functions ๐Ÿ”ง - Bridging the Gap ๐ŸŒ‰ - Topic 079 #ai #ml
ML Fundamentals โšก AI Lesson
Insights into Loss Functions ๐Ÿ”ง - Bridging the Gap ๐ŸŒ‰ - Topic 079 #ai #ml
deeplizard Beginner 2y ago
Categorical Cross Entropy Loss (Part 2) ๐ŸŒŸ -  Deep Learning Beginner ๐Ÿ‘ถ - Topic 078 #ai #ml
ML Fundamentals โšก AI Lesson
Categorical Cross Entropy Loss (Part 2) ๐ŸŒŸ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 078 #ai #ml
deeplizard Beginner 2y ago
Plate Raises for Better Posture & Strength with Mandy ๐Ÿฝ๏ธ๐Ÿ™‹โ€โ™€๏ธ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Plate Raises for Better Posture & Strength with Mandy ๐Ÿฝ๏ธ๐Ÿ™‹โ€โ™€๏ธ๐Ÿ’ช
deeplizard Beginner 2y ago
Categorical Cross Entropy Loss Intro ๐Ÿ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 077 #ai #ml
ML Fundamentals โšก AI Lesson
Categorical Cross Entropy Loss Intro ๐Ÿ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 077 #ai #ml
deeplizard Beginner 2y ago
Most Common Loss Function for Classification โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 076 #ai
ML Fundamentals โšก AI Lesson
Most Common Loss Function for Classification โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 076 #ai
deeplizard Beginner 2y ago
Pushing for Lower Loss ๐Ÿ”ป - Network Training Beginner Essentials ๐Ÿ‘ถ - Topic 075 #ai #ml
ML Fundamentals โšก AI Lesson
Pushing for Lower Loss ๐Ÿ”ป - Network Training Beginner Essentials ๐Ÿ‘ถ - Topic 075 #ai #ml
deeplizard Beginner 2y ago
Most Basic Loss Function ๐Ÿ” - Deep Learning Beginner ๐Ÿ‘ถ - Topic 074 #ai #ml
ML Fundamentals โšก AI Lesson
Most Basic Loss Function ๐Ÿ” - Deep Learning Beginner ๐Ÿ‘ถ - Topic 074 #ai #ml
deeplizard Beginner 2y ago
Network Loss Before Training ๐Ÿš€ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 073 #ai #ml
ML Fundamentals โšก AI Lesson
Network Loss Before Training ๐Ÿš€ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 073 #ai #ml
deeplizard Beginner 2y ago
Navigating Network Loss ๐Ÿ”„ - Prediction to Reality for Beginners ๐Ÿ‘ถ - Topic 072 #ai #ml
ML Fundamentals โšก AI Lesson
Navigating Network Loss ๐Ÿ”„ - Prediction to Reality for Beginners ๐Ÿ‘ถ - Topic 072 #ai #ml
deeplizard Beginner 2y ago
Take a Desk Break to Stretch and Strengthen Hamstrings with Mandy ๐Ÿ’ช
ML Fundamentals โšก AI Lesson
Take a Desk Break to Stretch and Strengthen Hamstrings with Mandy ๐Ÿ’ช
deeplizard Beginner 2y ago
Most useful Resume Tips for you! #coding #interviewtips
ML Fundamentals
Most useful Resume Tips for you! #coding #interviewtips
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Predicted vs True ๐ŸŽฏ - Loss Function Dynamics for Beginners ๐Ÿ‘ถ - Topic 071 #ai #ml
ML Fundamentals โšก AI Lesson
Predicted vs True ๐ŸŽฏ - Loss Function Dynamics for Beginners ๐Ÿ‘ถ - Topic 071 #ai #ml
deeplizard Beginner 2y ago
Loss Function Intro ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 070 #ai #ml
ML Fundamentals โšก AI Lesson
Loss Function Intro ๐Ÿ“‰ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 070 #ai #ml
deeplizard Beginner 2y ago
Why Use Activation Functions โ“๐Ÿ“ - Unveiling Nonlinearity ๐Ÿš€ - Topic 069 #ai #ml
ML Fundamentals โšก AI Lesson
Why Use Activation Functions โ“๐Ÿ“ - Unveiling Nonlinearity ๐Ÿš€ - Topic 069 #ai #ml
deeplizard Beginner 2y ago
Most useful Resume Tips for you! #coding #interviewtips
ML Fundamentals
Most useful Resume Tips for you! #coding #interviewtips
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Should you get a certificate or degree? It's all about you and your career goals. #careergoals
ML Fundamentals
Should you get a certificate or degree? It's all about you and your career goals. #careergoals
Coursera Beginner 2y ago
Are Activation Functions Layers โ“ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 068 #ai #ml
ML Fundamentals โšก AI Lesson
Are Activation Functions Layers โ“ - Deep Learning Beginner ๐Ÿ‘ถ๐Ÿง  - Topic 068 #ai #ml
deeplizard Beginner 2y ago
Let's Build A Game! Coding Tutorial
ML Fundamentals
Let's Build A Game! Coding Tutorial
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
When are Activation Functions Applied ๐ŸŒ€โ“ - Deep Learning Beginner ๐Ÿง ๐Ÿ‘ถ - Topic 067 #ai #ml
ML Fundamentals โšก AI Lesson
When are Activation Functions Applied ๐ŸŒ€โ“ - Deep Learning Beginner ๐Ÿง ๐Ÿ‘ถ - Topic 067 #ai #ml
deeplizard Beginner 2y ago
Wondering if a #datascience career is right for you?  #ibm #datasciencecareers #DataScienceSalaries
ML Fundamentals
Wondering if a #datascience career is right for you? #ibm #datasciencecareers #DataScienceSalaries
Coursera Beginner 2y ago
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