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Ramsey's Projects

fate icon fate

Implementation of "Knowing your FATE: Friendship, Action and Temporal Explanations for User Engagement Prediction on Social Apps"

fbtt-embedding icon fbtt-embedding

This is a Tensor Train based compression library to compress sparse embedding tables used in large-scale machine learning models such as recommendation and natural language processing. We showed this library can reduce the total model size by up to 100x in Facebook’s open sourced DLRM model while achieving same model quality. Our implementation is faster than the state-of-the-art implementations. Existing the state-of-the-art library also decompresses the whole embedding tables on the fly therefore they do not provide memory reduction during runtime of the training. Our library decompresses only the requested rows therefore can provide 10,000 times memory footprint reduction per embedding table. The library also includes a software cache to store a portion of the entries in the table in decompressed format for faster lookup and process.

feast icon feast

Feature Store for Machine Learning

feature-context-effects icon feature-context-effects

Code accompanying our KDD 2021 paper on discovering interpretable context effects from choice data.

featurebroker icon featurebroker

A library for collecting features and performing inference of machine learning evaluations based on those features, useful especially in situations where the feature publishing software components are strongly decoupled from the software components that wish to exploit those features in machine learning models.

featurewiz icon featurewiz

Use advanced feature engineering strategies and select the best features from your data set fast with a single line of code.

few-shot-nlg icon few-shot-nlg

Code and Data for ACL 2020 paper "Few-Shot NLG with Pre-Trained Language Model"

ffmencoder icon ffmencoder

convert DataFrame to libffm data format in parallel

fignn icon fignn

利用图神经网络进行CTR预估

flai icon flai

Flai is virtual platform for developing and comparing reinforcement learning algorithms for travel

flambe icon flambe

An ML framework to accelerate research and its path to production.

fleetrec icon fleetrec

Extremely easy for distributed training

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