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ashleypng's Projects

awesome_catboost icon awesome_catboost

The repository to showcase the best framework for tabular data - the Awesome CatBoost

cibookex-r icon cibookex-r

Causal Inference: What If. R and Stata code for Exercises

conformal_prediction icon conformal_prediction

This projects contains different conformal methods and approaches. Includes code generated for a experimental evaluation of a multidimensional, low-sample size biomedical dataset of oncological subjects.

crawlee-python icon crawlee-python

Crawleeβ€”A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.

dmls-book icon dmls-book

Summaries and resources for Designing Machine Learning Systems book (Chip Huyen, O'Reilly 2022)

generative-ai-for-beginners icon generative-ai-for-beginners

18 Lessons, Get Started Building with Generative AI πŸ”— https://microsoft.github.io/generative-ai-for-beginners/

gpt4dfci icon gpt4dfci

A private and secure generative AI tool, based on GPT-4 and deployed for non-clinical use at Dana-Farber Cancer Institute

llm icon llm

Access large language models from the command-line

machine_learning_books icon machine_learning_books

Machine_Learning Books downloaded from the internet.It covers concepts of machine learning from basic level to advanced level and doesn't mean to hurt anyone's copyright or authenticity

ml-4m icon ml-4m

4M: Massively Multimodal Masked Modeling

notebooks icon notebooks

Jupyter Notebooks to accompany our book Machine Learning for Biomedical Applications with Scikit-Learn and PyTorch

pycon2024 icon pycon2024

Tutorial Materials for "The Fundamentals of Modern Deep Learning with PyTorch" workshop at PyCon 2024

r4ds icon r4ds

R for data science: a book

stat-ml-edu icon stat-ml-edu

Resources for education in statistics and machine learning: from advanced undergraduate to research level

tmwr icon tmwr

Code and content for "Tidy Modeling with R"

transformers_are_what_you_dont_need icon transformers_are_what_you_dont_need

The best repository showing why transformers might not be the answer for time series forecasting and showcasing the best SOTA non transformer models.

typesense icon typesense

Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚑ πŸ” ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences

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