https://github.com/yoc00lig/elements-of-statistical-machine-learning

Elements of statistical machine learning course at AGH UST in 2023
https://github.com/yoc00lig/elements-of-statistical-machine-learning

gaussian-models gaussian-processes linear-regression machine-learning monte-carlo python statistics

Last synced: about 1 month ago
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Elements of statistical machine learning course at AGH UST in 2023

• Host: GitHub
• URL: https://github.com/yoc00lig/elements-of-statistical-machine-learning
• Owner: YoC00lig
• Created: 2023-03-04T13:24:13.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2023-07-30T18:20:51.000Z (over 1 year ago)
• Last Synced: 2024-01-28T22:40:45.283Z (11 months ago)
• Topics: gaussian-models, gaussian-processes, linear-regression, machine-learning, monte-carlo, python, statistics
• Language: Jupyter Notebook
• Homepage:
• Size: 3.69 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# 📊 Elements of statistical machine learning

The repository contains solutions to the laboratories from the 'Elements of Statistical Machine Learning' course at AGH in 2023.

The leading programming language during this course - Python 🐍.

# 📋 Table of contents:

🧩 lab01 - Monte Carlo introduction to Python, NumPy and Jupyter notebooks

🧩 lab02 - Gaussian models

🧩 lab03 - Linear Regression

🧩 lab04 - Gaussian Processes Regresion and its Applications

🧩 lab05 - Multinomial logistic regression

🧩 lab06 - Introduction to Tensorflow and Tensorflow Probability

🧩 lab07 - MCMC Inference in Hierarchical Bayesian Models