Michał Siwek's repositories
Introduction-to-Statistical-Learning
R code covering the Introduction to Statistical Learning book - reproducing examples, figures, solving exercises.
kaggle-Lending_Club_dataset
Exploration and predictive models for Lending Club dataset at Kaggle
scikit-learn
scikit-learn: machine learning in Python
analysis-HousingPrices
Predicting housing prices (Seattle, US)
book-BrianCaffo
Analyses and solution to exercises for data science books by Brian Caffo / JHU
coursera-Regression_Models-project
Regression Models course by JHU at coursera. Project.
guide
A guide into other repositories and resources.
kaggle-leaf-classification
Models for the Leaf Classification competition at Kaggle.
python-study
Learning & experimenting with python: pandas, computational statistics.
coursera-Reproducible_Research-project_2
Reproducible Research course by JHU at coursera. Project 2.
coursera-Statistical_Inference-project
Statistical Inference course by JHU at coursera. Project.
deep-learning-with-python-notebooks
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
Fine-Tuning-LLMs-for-Medical-Entity-Extraction
Exploring the potential of fine-tuning Large Language Models (LLMs) like Llama2 and StableLM for medical entity extraction. This project focuses on adapting these models using PEFT, Adapter V2, and LoRA techniques to efficiently and accurately extract drug names and adverse side-effects from pharmaceutical texts
Forecasting_with_R_practices
Forecast using R language. The problems are from 'Forecasting: Principles and Practice(2nd ed.)'.
ipipan-Advanced_Statistical_Methods-solutions
Solutions to problem sets from Advanced Statistical Methods e-learning course by IPI PAN - cover modules 1-4.
kaggle-Titanic--Python-
Python (scikit-learn) model for Kaggle competition on Titanic passenger survival (classification).
kaggle-Titanic--R-
Data exploration and a simple model for Titanic competition at Kaggle.
numpy-100
100 numpy exercises (100% complete)
Projects
My personal projects. Check them out!
python-extracts
Extracts of python code to serve as a reference.
R-extracts-visualizations
Extracts of R code for visualizations to serve as a reference.
seer-nest
Nest full of little prophets about to hatch.
sta-663-2017
Notebooks, worksheets and homework for STA 663 class
ThinkStats2
Text and supporting code for Think Stats, 2nd Edition