Foundations

ML Fundamentals

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

11,404
lessons
Skills in this topic
View full skill map โ†’
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
Track Your Keras Machine Learning Experiments with Weights & Biases
ML Fundamentals
Track Your Keras Machine Learning Experiments with Weights & Biases
Weights & Biases Beginner 3y ago
Track Your Keras Machine Learning Experiments with Weights & Biases
ML Fundamentals
Track Your Keras Machine Learning Experiments with Weights & Biases
Weights & Biases Beginner 3y ago
Using OpenAI Whisper to Generate Youtube Captions [LIVE CODING]
ML Fundamentals
Using OpenAI Whisper to Generate Youtube Captions [LIVE CODING]
Rob Mulla Beginner 3y ago
How YouTube Uses Data Science to Manipulate Views and Videos | Entri Elevate
ML Fundamentals โšก AI Lesson
How YouTube Uses Data Science to Manipulate Views and Videos | Entri Elevate
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 3y ago
Building Deep Learning Models for Sentiment Analysis | DataHour by Prashant Sahu
ML Fundamentals
Building Deep Learning Models for Sentiment Analysis | DataHour by Prashant Sahu
Analytics Vidhya Intermediate 3y ago
Importance of Statistics in Data Science and Machine Learning | DataHour by Priyanka Israni
ML Fundamentals
Importance of Statistics in Data Science and Machine Learning | DataHour by Priyanka Israni
Analytics Vidhya Intermediate 3y ago
7000+ courses from world-class universities and companies for one all-inclusive price?
ML Fundamentals
7000+ courses from world-class universities and companies for one all-inclusive price?
Coursera Beginner 3y ago
What does GPT in ChatGPT do?
ML Fundamentals โšก AI Lesson
What does GPT in ChatGPT do?
CodeEmporium Advanced 3y ago
Cohere For AI Presents: Colin Raffel
ML Fundamentals
Cohere For AI Presents: Colin Raffel
Cohere Beginner 3y ago
At your service ๐ŸŽฉ
ML Fundamentals
At your service ๐ŸŽฉ
Coursera Beginner 3y ago
Data Collection Stratergy For Machine Learning Projects With API's- RapidAPI
ML Fundamentals
Data Collection Stratergy For Machine Learning Projects With API's- RapidAPI
Krish Naik Intermediate 3y ago
Causal Effects via Regression w/ Python Code
ML Fundamentals
Causal Effects via Regression w/ Python Code
Shaw Talebi Beginner 3y ago
AI vs Programmers: Who Will Win? | Entri Elevate
ML Fundamentals
AI vs Programmers: Who Will Win? | Entri Elevate
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 3y ago
Full Machine Learning Project โ€” Predictive Modelling (Part 6)
ML Fundamentals
Full Machine Learning Project โ€” Predictive Modelling (Part 6)
Dave Ebbelaar Beginner 3y ago
How can machine learning can benefit global food security
ML Fundamentals โšก AI Lesson
How can machine learning can benefit global food security
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
3.6.2: Using advanced pre-trained Web ML models - Part 2: Use MoveNet for pose estimation in browser
ML Fundamentals
3.6.2: Using advanced pre-trained Web ML models - Part 2: Use MoveNet for pose estimation in browser
Google for Developers Advanced 3y ago
Exploring Tensorflow Hub: Using pre-trained web ML models
ML Fundamentals
Exploring Tensorflow Hub: Using pre-trained web ML models
Google for Developers Beginner 3y ago
MSR-IISc AI Seminar Series: On Learning-Aware Mechanism Design - Michael I. Jordan
ML Fundamentals
MSR-IISc AI Seminar Series: On Learning-Aware Mechanism Design - Michael I. Jordan
Microsoft Research Advanced 3y ago
Thinking Big with Machine Learning to Fight Food Insecurity
ML Fundamentals โšก AI Lesson
Thinking Big with Machine Learning to Fight Food Insecurity
The TWIML AI Podcast with Sam Charrington Beginner 3y ago
Jensen's Inequality : Data Science Basics
ML Fundamentals
Jensen's Inequality : Data Science Basics
ritvikmath Beginner 3y ago
Challenges and Concerns of Using GPT-3 in Enterprise Settings // Alex Ratner // MLOps Podcast Shorts
ML Fundamentals
Challenges and Concerns of Using GPT-3 in Enterprise Settings // Alex Ratner // MLOps Podcast Shorts
MLOps.community Beginner 3y ago
#120 Data Trends & predictions for 2023 ( with Jo Corneliessen and Martijn Theuwissen)
ML Fundamentals
#120 Data Trends & predictions for 2023 ( with Jo Corneliessen and Martijn Theuwissen)
DataCamp Beginner 3y ago
Whoโ€™s next? ๐Ÿค—
ML Fundamentals
Whoโ€™s next? ๐Ÿค—
Coursera Beginner 3y ago
How to make a career change at 50
ML Fundamentals
How to make a career change at 50
Coursera Intermediate 3y ago
Taking your first step into a new career in software engineering may be closer than you think.
ML Fundamentals
Taking your first step into a new career in software engineering may be closer than you think.
Coursera Beginner 3y ago
Tackle Overfitting in Machine Learning Models #InterviewQuestions #AVshorts
ML Fundamentals โšก AI Lesson
Tackle Overfitting in Machine Learning Models #InterviewQuestions #AVshorts
Analytics Vidhya Beginner 3y ago
Weights & Biases Webinar: Accelerating Diffusion with Hugging Face
ML Fundamentals
Weights & Biases Webinar: Accelerating Diffusion with Hugging Face
Weights & Biases Beginner 3y ago
Building and Operationalizing an Explainable Predictive Model | DataHour by Amir Meimand
ML Fundamentals
Building and Operationalizing an Explainable Predictive Model | DataHour by Amir Meimand
Analytics Vidhya Intermediate 3y ago
How to make a career change at 40
ML Fundamentals
How to make a career change at 40
Coursera Intermediate 3y ago
Success Stories of Data Science Immersive Bootcamp #shorts
ML Fundamentals
Success Stories of Data Science Immersive Bootcamp #shorts
Analytics Vidhya Intermediate 3y ago
How to make a career change at 30
ML Fundamentals
How to make a career change at 30
Coursera Intermediate 3y ago
Tutorial: How to use raw tensorFlow.js pre-trained models in browser
ML Fundamentals
Tutorial: How to use raw tensorFlow.js pre-trained models in browser
Google for Developers Beginner 3y ago
TensorFlow fundamentals: What are tensors in TensorFlow.js?
ML Fundamentals
TensorFlow fundamentals: What are tensors in TensorFlow.js?
Google for Developers Beginner 3y ago
Tutorial: Make a web-based smart camera with the COCO-SSD machine learning model in TensorFlow
ML Fundamentals
Tutorial: Make a web-based smart camera with the COCO-SSD machine learning model in TensorFlow
Google for Developers Beginner 3y ago
3.3.5: Make your own web based smart camera in JS - Part 5
ML Fundamentals
3.3.5: Make your own web based smart camera in JS - Part 5
Google for Developers Beginner 3y ago
3.3.4: Make your own web based smart camera in JS - Part 4
ML Fundamentals
3.3.4: Make your own web based smart camera in JS - Part 4
Google for Developers Beginner 3y ago
3.3.3: Build a web based smart camera in JavaScript - Part 3
ML Fundamentals
3.3.3: Build a web based smart camera in JavaScript - Part 3
Google for Developers Beginner 3y ago
3.3.2: Make your own web based smart camera in JS - Part 2
ML Fundamentals
3.3.2: Make your own web based smart camera in JS - Part 2
Google for Developers Beginner 3y ago
3.3.1: Make your own web based smart camera in JS - Part 1
ML Fundamentals
3.3.1: Make your own web based smart camera in JS - Part 1
Google for Developers Beginner 3y ago
3.2: Selecting an ML model to use
ML Fundamentals
3.2: Selecting an ML model to use
Google for Developers Intermediate 3y ago
Anyone, anywhere can transform their lives through learning.
ML Fundamentals
Anyone, anywhere can transform their lives through learning.
Coursera Beginner 3y ago
2.5: 3 ways to use Machine Learning on the web with TensorFlow.js
ML Fundamentals
2.5: 3 ways to use Machine Learning on the web with TensorFlow.js
Google for Developers Beginner 3y ago
2.4: What is TensorFlow.js? (JavaScript + Machine Learning)
ML Fundamentals
2.4: What is TensorFlow.js? (JavaScript + Machine Learning)
Google for Developers Beginner 3y ago
Machine learning systems primer: How to train ML models
ML Fundamentals
Machine learning systems primer: How to train ML models
Google for Developers Beginner 3y ago
2.2: Demystifying Machine Learning
ML Fundamentals
2.2: Demystifying Machine Learning
Google for Developers Beginner 3y ago
AI demystified: The difference between artificial intelligence, machine learning, and deep learning
ML Fundamentals
AI demystified: The difference between artificial intelligence, machine learning, and deep learning
Google for Developers Beginner 3y ago
8 Learning Tips and Tricks to Boost Study Skills for Online Learning
ML Fundamentals
8 Learning Tips and Tricks to Boost Study Skills for Online Learning
Coursera Beginner 3y ago
Jeremy Howard Discusses Our Primitive Approach To ML
ML Fundamentals
Jeremy Howard Discusses Our Primitive Approach To ML
Weights & Biases Beginner 3y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Mathematics for Machine Learning: Linear Algebra
๐Ÿ“š Coursera Course โ†—
Self-paced
Mathematics for Machine Learning: Linear Algebra
Opens on Coursera โ†—
Deep Learning with PyTorch : Generative Adversarial Network
๐Ÿ“š Coursera Course โ†—
Self-paced
Deep Learning with PyTorch : Generative Adversarial Network
Opens on Coursera โ†—
Calculus: Single Variable Part 4 - Applications
๐Ÿ“š Coursera Course โ†—
Self-paced
Calculus: Single Variable Part 4 - Applications
Opens on Coursera โ†—
An Introduction to Practical Deep Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
An Introduction to Practical Deep Learning
Opens on Coursera โ†—
Practical Guide to Mastering C++ Smart Pointers - Part 02
๐Ÿ“š Coursera Course โ†—
Self-paced
Practical Guide to Mastering C++ Smart Pointers - Part 02
Opens on Coursera โ†—
Precalculus: Periodic Functions
๐Ÿ“š Coursera Course โ†—
Self-paced
Precalculus: Periodic Functions
Opens on Coursera โ†—