Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

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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
predict.m - Programming Assignment 3 Machine Learning
ML Fundamentals
predict.m - Programming Assignment 3 Machine Learning
Aladdin Persson Beginner 7y ago
predictOneVsAll.m - Programming Assignment 3 Machine Learning
ML Fundamentals ⚡ AI Lesson
predictOneVsAll.m - Programming Assignment 3 Machine Learning
Aladdin Persson Beginner 7y ago
TWiML x Fast.ai Deep Learning Part 1 Review Study Group Winter 2019 - Lesson 2
ML Fundamentals ⚡ AI Lesson
TWiML x Fast.ai Deep Learning Part 1 Review Study Group Winter 2019 - Lesson 2
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Drago Anguelov (Waymo) - MIT Self-Driving Cars
ML Fundamentals
Drago Anguelov (Waymo) - MIT Self-Driving Cars
Lex Fridman Beginner 7y ago
K Nearest Neighbor classification with Intuition and practical solution
ML Fundamentals
K Nearest Neighbor classification with Intuition and practical solution
Krish Naik Intermediate 7y ago
Why Google Cloud?  - How Google does Machine Learning from Google Cloud #4
ML Fundamentals
Why Google Cloud? - How Google does Machine Learning from Google Cloud #4
Coursera Intermediate 7y ago
Why Google? - How Google does Machine Learning from Google Cloud #3
ML Fundamentals
Why Google? - How Google does Machine Learning from Google Cloud #3
Coursera Intermediate 7y ago
RandomizedSearchCV- Select the best hyperparameter for any Classification Model
ML Fundamentals
RandomizedSearchCV- Select the best hyperparameter for any Classification Model
Krish Naik Beginner 7y ago
Better Together: Humanity + Machine Learning
ML Fundamentals ⚡ AI Lesson
Better Together: Humanity + Machine Learning
a16z Beginner 7y ago
AI for Earth with Lucas Joppa - TWiML Talk #228
ML Fundamentals ⚡ AI Lesson
AI for Earth with Lucas Joppa - TWiML Talk #228
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Gradient Descent, Step-by-Step
ML Fundamentals
Gradient Descent, Step-by-Step
StatQuest with Josh Starmer Beginner 7y ago
Introduction to Dart for Beginners - Control Flow and Low Level Compilation - Part Two
ML Fundamentals
Introduction to Dart for Beginners - Control Flow and Low Level Compilation - Part Two
Tensor Programming Beginner 7y ago
Gaussian Mixture Model
ML Fundamentals
Gaussian Mixture Model
ritvikmath Beginner 7y ago
K-Means Clustering
ML Fundamentals ⚡ AI Lesson
K-Means Clustering
ritvikmath Beginner 7y ago
Applied Data Science and Machine Learning for Cybersecurity - SANS Tactical Detection Summit 2018
ML Fundamentals
Applied Data Science and Machine Learning for Cybersecurity - SANS Tactical Detection Summit 2018
SANS Institute Beginner 7y ago
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
ML Fundamentals
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Yannic Kilcher Advanced 7y ago
Utilize o TensorFlow.js no seu navegador (Coding TensorFlow em português)
ML Fundamentals ⚡ AI Lesson
Utilize o TensorFlow.js no seu navegador (Coding TensorFlow em português)
TensorFlow Beginner 7y ago
Prepare su conjunto de datos para el aprendizaje automático - Episodio 2
ML Fundamentals ⚡ AI Lesson
Prepare su conjunto de datos para el aprendizaje automático - Episodio 2
TensorFlow Intermediate 7y ago
word2vec
ML Fundamentals ⚡ AI Lesson
word2vec
Data Skeptic Beginner 7y ago
Introduction to Dart for Beginners - Types, Variables, Functions and Objects - Part One
ML Fundamentals
Introduction to Dart for Beginners - Types, Variables, Functions and Objects - Part One
Tensor Programming Beginner 7y ago
oneVsAll.m - Programming Assignment 3 Machine Learning
ML Fundamentals
oneVsAll.m - Programming Assignment 3 Machine Learning
Aladdin Persson Beginner 7y ago
lrCostFunction.m - Programming Assignment 3 Machine Learning
ML Fundamentals
lrCostFunction.m - Programming Assignment 3 Machine Learning
Aladdin Persson Beginner 7y ago
costFunctionReg.m - Programming Assignment 2 Machine Learning
ML Fundamentals ⚡ AI Lesson
costFunctionReg.m - Programming Assignment 2 Machine Learning
Aladdin Persson Beginner 7y ago
predict.m - Programming Assignment 2 Machine Learning
ML Fundamentals
predict.m - Programming Assignment 2 Machine Learning
Aladdin Persson Beginner 7y ago
costFunction.m - Programming Assignment 2 Machine Learning
ML Fundamentals
costFunction.m - Programming Assignment 2 Machine Learning
Aladdin Persson Beginner 7y ago
sigmoid.m - Programming Assignment 2 Machine Learning
ML Fundamentals ⚡ AI Lesson
sigmoid.m - Programming Assignment 2 Machine Learning
Aladdin Persson Beginner 7y ago
Specialization Agenda - How Google does Machine Learning from Google Cloud #2
ML Fundamentals
Specialization Agenda - How Google does Machine Learning from Google Cloud #2
Coursera Intermediate 7y ago
Introduction to Machine Learning on GCP - How Google does Machine Learning from Google Cloud #1
ML Fundamentals
Introduction to Machine Learning on GCP - How Google does Machine Learning from Google Cloud #1
Coursera Beginner 7y ago
Neural Network from scratch - Part 4 (With Python)
ML Fundamentals
Neural Network from scratch - Part 4 (With Python)
Aladdin Persson Beginner 7y ago
Neural Network from scratch - Part 3 (Backward Propagation)
ML Fundamentals ⚡ AI Lesson
Neural Network from scratch - Part 3 (Backward Propagation)
Aladdin Persson Advanced 7y ago
Neural Network from scratch - Part 2 (Forward Propagation)
ML Fundamentals
Neural Network from scratch - Part 2 (Forward Propagation)
Aladdin Persson Advanced 7y ago
Neural Network from scratch - Part 1 (Standard Notation)
ML Fundamentals
Neural Network from scratch - Part 1 (Standard Notation)
Aladdin Persson Beginner 7y ago
GridSearchCV- Select the best hyperparameter for any Classification Model
ML Fundamentals
GridSearchCV- Select the best hyperparameter for any Classification Model
Krish Naik Intermediate 7y ago
January 30, 2019 - MCIT Online Admissions Webinar with Chris Murphy
ML Fundamentals
January 30, 2019 - MCIT Online Admissions Webinar with Chris Murphy
Coursera Intermediate 7y ago
Artificial Neural Network for Customer's Exit Prediction from Bank
ML Fundamentals
Artificial Neural Network for Customer's Exit Prediction from Bank
Krish Naik Beginner 7y ago
Precision, Recall and F1-Score
ML Fundamentals
Precision, Recall and F1-Score
Krish Naik Intermediate 7y ago
TPR,FPR,FNR,TNR, Confusion Matrix
ML Fundamentals
TPR,FPR,FNR,TNR, Confusion Matrix
Krish Naik Beginner 7y ago
Decision Tree Pruning
ML Fundamentals
Decision Tree Pruning
ritvikmath Beginner 7y ago
Evaluating Machine Learning Models
ML Fundamentals
Evaluating Machine Learning Models
ritvikmath Beginner 7y ago
K-Nearest Neighbor
ML Fundamentals
K-Nearest Neighbor
ritvikmath Beginner 7y ago
Naive Bayes
ML Fundamentals
Naive Bayes
ritvikmath Beginner 7y ago
Movie Recommender System using Python
ML Fundamentals
Movie Recommender System using Python
Krish Naik Beginner 7y ago
Dimensional Reduction| Principal Component Analysis
ML Fundamentals
Dimensional Reduction| Principal Component Analysis
Krish Naik Beginner 7y ago
Multiple Linear Regression using python and sklearn
ML Fundamentals
Multiple Linear Regression using python and sklearn
Krish Naik Beginner 7y ago
Perceptron
ML Fundamentals
Perceptron
ritvikmath Beginner 7y ago
Decision Trees
ML Fundamentals
Decision Trees
ritvikmath Beginner 7y ago
Illinois Master of Computer Science (& MCS-DS) Admissions Webinar
ML Fundamentals
Illinois Master of Computer Science (& MCS-DS) Admissions Webinar
Coursera Beginner 7y ago
Holistic Optimization of the LinkedIn News Feed - TWiML Talk #224
ML Fundamentals ⚡ AI Lesson
Holistic Optimization of the LinkedIn News Feed - TWiML Talk #224
The TWIML AI Podcast with Sam Charrington Advanced 7y ago
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