Eric Koziol (ekoziol-bain)

ekoziol-bain

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Eric Koziol's repositories

alphafold

Open source code for AlphaFold.

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awesome-okr

A curated list about OKR (Objective - Key Results)

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baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

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causalinf_ex_elasticity

A full example for causal inference on real-world retail data, for elasticity estimation

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CLIP

Contrastive Language-Image Pretraining

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coursera-dl

Script for downloading Coursera.org videos and naming them.

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ecommerce-flask-python

ecommerce-flask-python

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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 inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

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FreeML

A List of Data Science/Machine Learning Resources (Mostly Free)

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Halite

Kaggle Halite RL challenge - Provisional first place solution

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haystack

:mag: End-to-end Python framework for building natural language search interfaces to data. Leverages Transformers and the State-of-the-Art of NLP. Supports DPR, Elasticsearch, Hugging Face’s Hub, and much more!

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ludwig

Data-centric declarative deep learning framework

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meme-vibing-cat

Vibing Cat meme generator

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mlflow

Open source platform for the machine learning lifecycle

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ohmyzsh

🙃 A delightful community-driven (with 1700+ contributors) framework for managing your zsh configuration. Includes 200+ optional plugins (rails, git, OSX, hub, capistrano, brew, ant, php, python, etc), over 140 themes to spice up your morning, and an auto-update tool so that makes it easy to keep up with the latest updates from the community.

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portfolio

To hold the code covering my DS portfolio

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Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

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python-static-site-generator

Build a Static Site Generator with Python

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sample_flask_stripe_integration

Sample Application - Flask + Stripe Integration

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spaceship-prompt

:rocket::star: A Zsh prompt for Astronauts

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spinningup

An educational resource to help anyone learn deep reinforcement learning.

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stylegan2

StyleGAN2 - Official TensorFlow Implementation

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stylegan2-ada

StyleGAN2 with adaptive discriminator augmentation (ADA) - Official TensorFlow implementation

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tensor-house

A collection of reference machine learning and optimization models for enterprise operations: marketing, pricing, supply chain

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tensor2tensor

Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

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tldr

📚 Collaborative cheatsheets for console commands

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tokenizers

💥 Fast State-of-the-Art Tokenizers optimized for Research and Production

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tpot

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

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