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Alex Soares's Projects

kaggle_homedepot icon kaggle_homedepot

Turing Test's Solution for Home Depot Product Search Relevance Competition on Kaggle (https://www.kaggle.com/c/home-depot-product-search-relevance)

kaggle_pbr icon kaggle_pbr

My best submission to the Kaggle competition "Predicting a Biological Response", ranked 17th over 711 teams.

kalman-and-bayesian-filters-in-python icon kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

kaslr-bypass-via-prefetch icon kaslr-bypass-via-prefetch

A proof-of-concept KASLR bypass for the Linux kernel via timing prefetch (dilettante implementation, better read the original paper: https://gruss.cc/files/prefetch.pdf)

kvae icon kvae

Kalman Variational Auto-Encoder

l2r icon l2r

exploration of some learning to rank ideas

libffm icon libffm

A Library for Field-aware Factorization Machines

lidr icon lidr

Library for Distributed Retrieval

lightgbm icon lightgbm

A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

limbo icon limbo

A lightweight framework for GP-based Bayesian optimization of black-box functions (C++-11)

linregvb icon linregvb

Code for my paper "Fixed-Form Variational Posterior Approximation through Stochastic Linear Regression"

lsstc-dsfp-sessions icon lsstc-dsfp-sessions

Lecture slides, Jupyter notebooks, and other material from the LSSTC Data Science Fellowship Program

m4-methods icon m4-methods

Data, Benchmarks, and methods submitted to the M4 forecasting competition

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