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sofiascat's Projects

auto-gpt icon auto-gpt

An experimental open-source attempt to make GPT-4 fully autonomous.

autoscraper icon autoscraper

A Smart, Automatic, Fast and Lightweight Web Scraper for Python

awesome-python icon awesome-python

A curated list of awesome Python frameworks, libraries, software and resources

azure-search-openai-demo icon azure-search-openai-demo

A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.

azureml-examples icon azureml-examples

Official community-driven Azure Machine Learning examples, tested with GitHub Actions.

bertopic icon bertopic

Leveraging BERT and c-TF-IDF to create easily interpretable topics.

causalml icon causalml

Uplift modeling and causal inference with machine learning algorithms

chatgptcsv icon chatgptcsv

This work tries different method to querying on CSV file

coding-problems icon coding-problems

Solutions for various coding/algorithmic problems and many useful resources for learning algorithms and data structures

customer-survival-analysis-and-churn-prediction icon customer-survival-analysis-and-churn-prediction

In this project, I have utilized survival analysis models to see how the likelihood of the customer churn changes over time and to calculate customer LTV. I have also implemented the Random Forest model to predict if a customer is going to churn and deployed a model using the flask web app.

dowhy icon dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

econml icon econml

ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal in

fastbook icon fastbook

The fastai book, published as Jupyter Notebooks

generative-ai icon generative-ai

Sample code and notebooks for Generative AI on Google Cloud

langchain icon langchain

⚡ Building applications with LLMs through composability ⚡

learn-python icon learn-python

📚 Playground and cheatsheet for learning Python. Collection of Python scripts that are split by topics and contain code examples with explanations.

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