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Statistics perspective on regression

Statistics
Data Analysis
GLM

In a regression analysis, we look for a relationship between two variables. Here, we provide an introduction to linear regression from a statistics point of view with code examples.

Oct 6, 2021
Borja Requena

Introduction to analysis of variance (ANOVA)

Statistics
Data Analysis
GLM

ANOVA is one of the most fundamental techniques in data analysis. It allows us to tell whether there are statistically relevant differences between several independent groups of data. Here, we provide a conceptual introduction about the technique with code examples from scratch.

Oct 5, 2021
Borja Requena

Introduction to variational Monte Carlo with neural network quantum states

Monte Carlo
Machine Learning

We introduce the variational Monte Carlo technique to study quantum many-body systems using neural networks to represent the many-body quantum states. All from scratch!

Mar 24, 2021
Borja Requena

Machine Learning applications: Tabular Data

Machine Learning
Tabular Data
fastai

Showcase of typical machine learning applications for tabular data.

Nov 16, 2020
Borja Requena

Machine Learning applications: Natural Language Processing

Machine Learning
Natural Language
fastai

Showcase of typical machine learning applications for natural language processing leveraging transfer learning for fast implementations.

Nov 15, 2020
Borja Requena

Machine Learning applications: Computer Vision

Machine Learning
Computer Vision
fastai

Showcase of simple machine learning applications for computer vision with transfer learning for fast implementations.

Nov 14, 2020
Borja Requena
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