Foundations

Mathematical Foundations

Linear algebra, calculus, probability, statistics and optimisation — the maths behind ML

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Maths for ML
beginner
Multiply matrices and compute dot products
Probability & Statistics
beginner
Calculate conditional probability and Bayes' theorem
Optimisation
intermediate
Implement gradient descent from scratch
Information Theory
intermediate
Calculate Shannon entropy and cross-entropy loss
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Michael R King COM371 12a Porfolio return and risk
Mathematical Foundations
Michael R King COM371 12a Porfolio return and risk
Prof. Michael R King Beginner 5y ago
Random Walk Model - Applied Time Series Analysis in Python and TensorFlow
Mathematical Foundations ⚡ AI Lesson
Random Walk Model - Applied Time Series Analysis in Python and TensorFlow
Data Science with Marco Beginner 5y ago
Stochastic Gradient Descent and Deploying Your Python Scripts on the Web | Real Python Podcast #48
Mathematical Foundations
Stochastic Gradient Descent and Deploying Your Python Scripts on the Web | Real Python Podcast #48
Real Python Beginner 5y ago
Stationarity and Differencing - Applied Time Series Analysis in Python and TensorFlow
Mathematical Foundations ⚡ AI Lesson
Stationarity and Differencing - Applied Time Series Analysis in Python and TensorFlow
Data Science with Marco Beginner 5y ago
L5.5 (Optional) Calculus Refresher II: Gradients
Mathematical Foundations
L5.5 (Optional) Calculus Refresher II: Gradients
Sebastian Raschka Beginner 5y ago
L4.3 Vectors, Matrices, and Broadcasting
Mathematical Foundations
L4.3 Vectors, Matrices, and Broadcasting
Sebastian Raschka Beginner 5y ago
How to add Yoast structured data blocks | block editor | Yoast SEO for WordPress
Mathematical Foundations ⚡ AI Lesson
How to add Yoast structured data blocks | block editor | Yoast SEO for WordPress
Yoast Beginner 5y ago
What the Heck is Bayesian Stats ?? : Data Science Basics
Mathematical Foundations
What the Heck is Bayesian Stats ?? : Data Science Basics
ritvikmath Beginner 5y ago
Introduction to Anomaly Detection and One Class Classification
Mathematical Foundations ⚡ AI Lesson
Introduction to Anomaly Detection and One Class Classification
Imaad Mohamed Khan Beginner 5y ago
Markov Chain Stationary Distribution : Data Science Concepts
Mathematical Foundations
Markov Chain Stationary Distribution : Data Science Concepts
ritvikmath Beginner 5y ago
Calculus - Math for Machine Learning
Mathematical Foundations ⚡ AI Lesson
Calculus - Math for Machine Learning
Weights & Biases Beginner 5y ago
Linear Algebra - Math for Machine Learning
Mathematical Foundations ⚡ AI Lesson
Linear Algebra - Math for Machine Learning
Weights & Biases Beginner 5y ago
Lex Fridman plays The Stanley Parable
Mathematical Foundations
Lex Fridman plays The Stanley Parable
Lex Fridman Beginner 5y ago
Learn How to Code a Trading Bot in Python
Mathematical Foundations
Learn How to Code a Trading Bot in Python
TradeOptionsWithMe Beginner 5y ago
The medical test paradox, and redesigning Bayes' rule
Mathematical Foundations
The medical test paradox, and redesigning Bayes' rule
3Blue1Brown Beginner 5y ago
Real-world application of the Central Limit Theorem (CLT)
Mathematical Foundations
Real-world application of the Central Limit Theorem (CLT)
365 Data Science Beginner 5y ago
#18 HYPOTHESIS TESTING
Mathematical Foundations
#18 HYPOTHESIS TESTING
Armin Trost Beginner 5y ago
#17 Z DISTRIBUTION
Mathematical Foundations
#17 Z DISTRIBUTION
Armin Trost Beginner 5y ago
Linear Algebra - Full College Course
Mathematical Foundations
Linear Algebra - Full College Course
freeCodeCamp.org Beginner 5y ago
The Differences Between Correlation and Regression | Statistics Tutorials
Mathematical Foundations
The Differences Between Correlation and Regression | Statistics Tutorials
365 Data Science Beginner 5y ago
Introduction to Statistics
Mathematical Foundations
Introduction to Statistics
Sonia Elvira Guillermo-Payay Beginner 5y ago
Top 10 Richest Families In The World (1996-2000)
Mathematical Foundations
Top 10 Richest Families In The World (1996-2000)
Dan Lok Beginner 5y ago
Stephen Wolfram: Fundamental Theory of Physics, Life, and the Universe | Lex Fridman Podcast #124
Mathematical Foundations ⚡ AI Lesson
Stephen Wolfram: Fundamental Theory of Physics, Life, and the Universe | Lex Fridman Podcast #124
Lex Fridman Beginner 5y ago
Top 10 Richest People In The World (1996-2000)
Mathematical Foundations
Top 10 Richest People In The World (1996-2000)
Dan Lok Beginner 5y ago
ECCV2020 tutorial - Differentiable Optimization Layers - Basic Concepts
Mathematical Foundations
ECCV2020 tutorial - Differentiable Optimization Layers - Basic Concepts
anucvml Beginner 5y ago
ECCV2020 tutorial - Differentiable Optimization Layers - Hands-on coding
Mathematical Foundations
ECCV2020 tutorial - Differentiable Optimization Layers - Hands-on coding
anucvml Beginner 5y ago
Can you outsmart the fallacy that fooled a generation of doctors? - Elizabeth Cox
Mathematical Foundations
Can you outsmart the fallacy that fooled a generation of doctors? - Elizabeth Cox
TED-Ed Beginner 5y ago
NumPy Crash Course - Complete Tutorial
Mathematical Foundations
NumPy Crash Course - Complete Tutorial
Patrick Loeber Beginner 5y ago
Hyperparameter Optimization: This Tutorial Is All You Need
Mathematical Foundations ⚡ AI Lesson
Hyperparameter Optimization: This Tutorial Is All You Need
Abhishek Thakur Beginner 5y ago
Inside TensorFlow: New TF Lite Converter
Mathematical Foundations ⚡ AI Lesson
Inside TensorFlow: New TF Lite Converter
TensorFlow Beginner 6y ago
Hypothesis Testing and The Null Hypothesis, Clearly Explained!!!
Mathematical Foundations
Hypothesis Testing and The Null Hypothesis, Clearly Explained!!!
StatQuest with Josh Starmer Beginner 6y ago
Alternative Hypotheses: Main Ideas!!!
Mathematical Foundations
Alternative Hypotheses: Main Ideas!!!
StatQuest with Josh Starmer Beginner 6y ago
17: Principal Components Analysis_ - Intro to Neural Computation
Mathematical Foundations ⚡ AI Lesson
17: Principal Components Analysis_ - Intro to Neural Computation
MIT OpenCourseWare Beginner 6y ago
15: Matrix Operations - Intro to Neural Computation
Mathematical Foundations
15: Matrix Operations - Intro to Neural Computation
MIT OpenCourseWare Beginner 6y ago
Penguins Dataset Overview - iris alternative | EDA Data Visualization in R
Mathematical Foundations
Penguins Dataset Overview - iris alternative | EDA Data Visualization in R
1littlecoder Beginner 6y ago
Linear Algebra Ep 1 | Introduction to Vectors, Matrices and Tensors using NumPy
Mathematical Foundations
Linear Algebra Ep 1 | Introduction to Vectors, Matrices and Tensors using NumPy
Harshit Tyagi Beginner 6y ago
Basic Statistics - Applied Time Series Analysis in Python and TensorFlow
Mathematical Foundations ⚡ AI Lesson
Basic Statistics - Applied Time Series Analysis in Python and TensorFlow
Data Science with Marco Beginner 5y ago
Using Machine Learning to Predict NBA Games (Student Presentation, Group 22)
Mathematical Foundations ⚡ AI Lesson
Using Machine Learning to Predict NBA Games (Student Presentation, Group 22)
Sebastian Raschka Beginner 5y ago
Daeil Kim — The Unreasonable Effectiveness of Synthetic Data
Mathematical Foundations
Daeil Kim — The Unreasonable Effectiveness of Synthetic Data
Weights & Biases Beginner 5y ago
5.2 Basic data handling (L05: Machine Learning with Scikit-Learn)
Mathematical Foundations
5.2 Basic data handling (L05: Machine Learning with Scikit-Learn)
Sebastian Raschka Beginner 5y ago
Introduction to Probability | 365 Data Science Online Course
Mathematical Foundations ⚡ AI Lesson
Introduction to Probability | 365 Data Science Online Course
365 Data Science Beginner 5y ago
Brian Kernighan: UNIX, C, AWK, AMPL, and Go Programming | Lex Fridman Podcast #109
Mathematical Foundations ⚡ AI Lesson
Brian Kernighan: UNIX, C, AWK, AMPL, and Go Programming | Lex Fridman Podcast #109
Lex Fridman Beginner 5y ago
Singular Values vs. Eigenvalues : Data Science Basics
Mathematical Foundations ⚡ AI Lesson
Singular Values vs. Eigenvalues : Data Science Basics
ritvikmath Beginner 6y ago
Singular Value Decomposition : Data Science Basics
Mathematical Foundations
Singular Value Decomposition : Data Science Basics
ritvikmath Beginner 6y ago
Eigendecomposition : Data Science Basics
Mathematical Foundations ⚡ AI Lesson
Eigendecomposition : Data Science Basics
ritvikmath Beginner 6y ago
Matrix Norms : Data Science Basics
Mathematical Foundations
Matrix Norms : Data Science Basics
ritvikmath Beginner 6y ago
Gaussian Naive Bayes, Clearly Explained!!!
Mathematical Foundations ⚡ AI Lesson
Gaussian Naive Bayes, Clearly Explained!!!
StatQuest with Josh Starmer Beginner 6y ago
Live 2020-05-18!!! Bayes' Theorem
Mathematical Foundations
Live 2020-05-18!!! Bayes' Theorem
StatQuest with Josh Starmer Beginner 6y ago
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Guided Tour of Machine Learning in Finance
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Self-paced
Guided Tour of Machine Learning in Finance
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Math behind Moneyball
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Math behind Moneyball
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How Technology Will Shape Marketing with Jagdish Sheth
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How Technology Will Shape Marketing with Jagdish Sheth
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State Estimation and Localization for Self-Driving Cars
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Self-paced
State Estimation and Localization for Self-Driving Cars
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Measures of Correlation and Contingency
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Measures of Correlation and Contingency
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Cloud FinOps Strategies
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Cloud FinOps Strategies
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