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Audrey Le's Projects

categorical_encoding icon categorical_encoding

Repository for the research and implementation of categorical encoding into a Featuretools-compatible Python library

market-data-stream icon market-data-stream

A repository for some of the code I used in kaggle data science & machine learning tasks.

my-data-ontology icon my-data-ontology

Provides a standardized extensible semantics for representing information about a person’s profile.

news-analysis icon news-analysis

Using Gensim and SpaCy models for topic modeling in the news, and experimenting with LTSMs and GRUs to explore features such as writing style and sentiment per news category

predicting-icu-deaths icon predicting-icu-deaths

Submission for the WiDS 2020 Kaggle competition: Predicting ICU deaths using CatBoost, XGBoost and RandomForest classifiers and the MIT GOSSIS dataset

private-data-objects icon private-data-objects

The Private Data Objects lab provides technology for confidentiality-preserving, off-chain smart contracts.

real-time-stock-updates icon real-time-stock-updates

Published data stream to Kafka (aka Azure Event Hubs), serialized it and wrote SparkSQL queries against resulting Delta Lake tables.

social-network-sql-database icon social-network-sql-database

Wrote a SQLite backend in Python to add, delete, search and update users, their statuses and images. Ran unit tests, a REST API and a few optimizations in SQLite and MongoDB.

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