Foundations

ML Fundamentals

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

11,598
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
Videos 10,682 Reads 916
Level: All Beginner Intermediate Advanced
Any Length Short (<5m) Medium (5-20m) Long (>20m)
Newest Popular Oldest
Practical Deep Learning for Coders - Full Course from fast.ai and Jeremy Howard
ML Fundamentals
Practical Deep Learning for Coders - Full Course from fast.ai and Jeremy Howard
freeCodeCamp.org Beginner 5y ago
7.3 Bagging (L07: Ensemble Methods)
ML Fundamentals
7.3 Bagging (L07: Ensemble Methods)
Sebastian Raschka Beginner 5y ago
7.2 Majority Voting (L07: Ensemble Methods)
ML Fundamentals
7.2 Majority Voting (L07: Ensemble Methods)
Sebastian Raschka Beginner 5y ago
Top 5 Programming Languages For Data Science In 2020
ML Fundamentals
Top 5 Programming Languages For Data Science In 2020
Krish Naik Intermediate 5y ago
Cross Validation : Data Science Concepts
ML Fundamentals
Cross Validation : Data Science Concepts
ritvikmath Intermediate 5y ago
Xgboost Regression In-Depth Intuition Explained- Machine Learning Algorithms ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
ML Fundamentals
Xgboost Regression In-Depth Intuition Explained- Machine Learning Algorithms ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
Krish Naik Beginner 5y ago
Neural Networks Pt. 2: Backpropagation Main Ideas
ML Fundamentals โšก AI Lesson
Neural Networks Pt. 2: Backpropagation Main Ideas
StatQuest with Josh Starmer Beginner 5y ago
Daeil Kim โ€” The Unreasonable Effectiveness of Synthetic Data
ML Fundamentals
Daeil Kim โ€” The Unreasonable Effectiveness of Synthetic Data
Weights & Biases Beginner 5y ago
5 Machine Learning BEGINNER Projects (+ Datasets & Solutions)
ML Fundamentals
5 Machine Learning BEGINNER Projects (+ Datasets & Solutions)
Patrick Loeber Beginner 5y ago
Getting ready to learn Python, Mac edition #2: Navigating from the command line
ML Fundamentals
Getting ready to learn Python, Mac edition #2: Navigating from the command line
Brandon Rohrer Beginner 5y ago
Getting ready to learn Python, Mac edition #1: Files and directories
ML Fundamentals
Getting ready to learn Python, Mac edition #1: Files and directories
Brandon Rohrer Beginner 5y ago
Introduction to Stacks and Queues (Data Structures & Algorithms #12)
ML Fundamentals
Introduction to Stacks and Queues (Data Structures & Algorithms #12)
CS Dojo Beginner 5y ago
Jetson AI Fundamentals - S2E3 - JetBot Collision Avoidance
ML Fundamentals โšก AI Lesson
Jetson AI Fundamentals - S2E3 - JetBot Collision Avoidance
NVIDIA Developer Beginner 5y ago
Seven ways to select columns using ColumnTransformer
ML Fundamentals
Seven ways to select columns using ColumnTransformer
Data School Beginner 5y ago
Fireside Chat: Jeff Maggioncalda, CEO, Coursera and Professor Anju Seth, Director, IIM Calcutta
ML Fundamentals
Fireside Chat: Jeff Maggioncalda, CEO, Coursera and Professor Anju Seth, Director, IIM Calcutta
Coursera Beginner 5y ago
Clinical Research with FHIR
ML Fundamentals โšก AI Lesson
Clinical Research with FHIR
Microsoft Research Beginner 5y ago
YogAI: TensorFlow powered yoga instructor - Made with TensorFlow.js
ML Fundamentals โšก AI Lesson
YogAI: TensorFlow powered yoga instructor - Made with TensorFlow.js
TensorFlow Beginner 5y ago
Neural Networks are for Type-Casting with Charles Frye
ML Fundamentals โšก AI Lesson
Neural Networks are for Type-Casting with Charles Frye
Weights & Biases Beginner 5y ago
What is stemming and lemmatization?
ML Fundamentals โšก AI Lesson
What is stemming and lemmatization?
Abhishek Thakur Beginner 5y ago
Simple explanation of convolutional neural network | Deep Learning Tutorial 23 (Tensorflow & Python)
ML Fundamentals
Simple explanation of convolutional neural network | Deep Learning Tutorial 23 (Tensorflow & Python)
codebasics Beginner 5y ago
Data Augmentation with TensorFlow's Keras API
ML Fundamentals โšก AI Lesson
Data Augmentation with TensorFlow's Keras API
deeplizard Beginner 5y ago
#TWIMLfest: Live Keynote Interview with Shakir Mohamed - #418
ML Fundamentals โšก AI Lesson
#TWIMLfest: Live Keynote Interview with Shakir Mohamed - #418
The TWIML AI Podcast with Sam Charrington Advanced 5y ago
Webinar: Bachelor of Applied Arts and Sciences (B.A.A.S.) Financial Aid & Admissions Overview
ML Fundamentals
Webinar: Bachelor of Applied Arts and Sciences (B.A.A.S.) Financial Aid & Admissions Overview
Coursera Beginner 5y ago
Jetson AI Fundamentals - S1E3 - Image Classification Project
ML Fundamentals
Jetson AI Fundamentals - S1E3 - Image Classification Project
NVIDIA Developer Beginner 5y ago
Use ColumnTransformer to apply different preprocessing to different columns
ML Fundamentals
Use ColumnTransformer to apply different preprocessing to different columns
Data School Beginner 5y ago
YOLOv1 from Scratch
ML Fundamentals โšก AI Lesson
YOLOv1 from Scratch
Aladdin Persson Beginner 5y ago
ยฟPor quรฉ la Realidad Aumentada NECESITA a la Inteligencia Artificial?
ML Fundamentals
ยฟPor quรฉ la Realidad Aumentada NECESITA a la Inteligencia Artificial?
Dot CSV Beginner 5y ago
Low Pass Filters & High Pass Filters : Data Science Concepts
ML Fundamentals โšก AI Lesson
Low Pass Filters & High Pass Filters : Data Science Concepts
ritvikmath Beginner 5y ago
How to ask technical questions in a right way?
ML Fundamentals
How to ask technical questions in a right way?
codebasics Beginner 5y ago
TensorFlow Tutorial 09 - Transfer Learning
ML Fundamentals
TensorFlow Tutorial 09 - Transfer Learning
Patrick Loeber Beginner 5y ago
Real Time AI GESTURE RECOGNITION with Tensorflow.JS + React.JS + Fingerpose
ML Fundamentals
Real Time AI GESTURE RECOGNITION with Tensorflow.JS + React.JS + Fingerpose
Nicholas Renotte Intermediate 5y ago
Dive into Deep Learning (Study Group): Modern CNNs | Session 7
ML Fundamentals โšก AI Lesson
Dive into Deep Learning (Study Group): Modern CNNs | Session 7
Elvis Saravia Beginner 5y ago
DeepFakes in 5 minutes | Understand how deepfakes work and create your own!
ML Fundamentals โšก AI Lesson
DeepFakes in 5 minutes | Understand how deepfakes work and create your own!
What's AI by Louis-Franรงois Bouchard Beginner 5y ago
Mean Average Precision (mAP) Explained and PyTorch Implementation
ML Fundamentals
Mean Average Precision (mAP) Explained and PyTorch Implementation
Aladdin Persson Beginner 5y ago
7.1 Intro to ensemble methods (L07: Ensemble Methods)
ML Fundamentals
7.1 Intro to ensemble methods (L07: Ensemble Methods)
Sebastian Raschka Beginner 5y ago
How to Prepare For Deep Learning Interviews- Important Interview Questions in ANN-Part 1๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
ML Fundamentals
How to Prepare For Deep Learning Interviews- Important Interview Questions in ANN-Part 1๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
Krish Naik Intermediate 5y ago
Live - Understanding About GPU's- CPU VS GPU- Which GPU We Should Buy?
ML Fundamentals
Live - Understanding About GPU's- CPU VS GPU- Which GPU We Should Buy?
Krish Naik Intermediate 5y ago
6.7 Code Example Implementing Decision Trees in Scikit-Learn (L06: Decision Trees)
ML Fundamentals
6.7 Code Example Implementing Decision Trees in Scikit-Learn (L06: Decision Trees)
Sebastian Raschka Beginner 5y ago
6.6 Improvements & dealing with overfitting (L06: Decision Trees)
ML Fundamentals
6.6 Improvements & dealing with overfitting (L06: Decision Trees)
Sebastian Raschka Beginner 5y ago
6.5 Gini & Entropy versus misclassification error (L06: Decision Trees)
ML Fundamentals
6.5 Gini & Entropy versus misclassification error (L06: Decision Trees)
Sebastian Raschka Beginner 5y ago
Jesse Mu on Explaining Neurons Compositionally
ML Fundamentals โšก AI Lesson
Jesse Mu on Explaining Neurons Compositionally
Weights & Biases Beginner 5y ago
Why Automation Will Not Kill Data Science Jobs?
ML Fundamentals
Why Automation Will Not Kill Data Science Jobs?
Krish Naik Intermediate 5y ago
W&B Deep Learning Salon - Jesse Mu and Charles Frye
ML Fundamentals
W&B Deep Learning Salon - Jesse Mu and Charles Frye
Weights & Biases Beginner 5y ago
Jetson AI Fundamentals - S2E1 - JetBot Intro and Hardware
ML Fundamentals โšก AI Lesson
Jetson AI Fundamentals - S2E1 - JetBot Intro and Hardware
NVIDIA Developer Beginner 5y ago
Future Of Python-Will It be Replaced?
ML Fundamentals
Future Of Python-Will It be Replaced?
Krish Naik Intermediate 5y ago
Custom Charts in Weights & Biases
ML Fundamentals
Custom Charts in Weights & Biases
Weights & Biases Beginner 5y ago
Xgboost Classification Indepth Maths Intuition- Machine Learning Algorithms๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
ML Fundamentals
Xgboost Classification Indepth Maths Intuition- Machine Learning Algorithms๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
Krish Naik Intermediate 5y ago
Hottest And Best Domains Where Data Scientist And Data Analyst Are Paid More Salaries ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
ML Fundamentals
Hottest And Best Domains Where Data Scientist And Data Analyst Are Paid More Salaries ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
Krish Naik Beginner 5y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Conceptos y Herramientas para la Fรญsica Universitaria
๐Ÿ“š Coursera Course โ†—
Self-paced
Conceptos y Herramientas para la Fรญsica Universitaria
Opens on Coursera โ†—
MongoDB Aggregation Framework
๐Ÿ“š Coursera Course โ†—
Self-paced
MongoDB Aggregation Framework
Opens on Coursera โ†—
Practical Deep Learning with Python
๐Ÿ“š Coursera Course โ†—
Self-paced
Practical Deep Learning with Python
Opens on Coursera โ†—
Medical Image Processing
๐Ÿ“š Coursera Course โ†—
Self-paced
Medical Image Processing
Opens on Coursera โ†—
Machine Learning and Emerging Technologies in Cybersecurity
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning and Emerging Technologies in Cybersecurity
Opens on Coursera โ†—
Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
Opens on Coursera โ†—