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John Lee's Projects

apple_tweets_nlp icon apple_tweets_nlp

NLP on customer tweets to Apple Support to uncover topics using NMF (unsupervised modeling), and classify tweets as product types based on users' initial tweets using CorEx (semi-supervised modeling)

citibike_forecast icon citibike_forecast

Time series forecasting on Citi Bike daily demand using an additive regression model (Facebook Prophet) and a convolutional neural network (WaveNet)

cookiecutter-data-science icon cookiecutter-data-science

A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

dsp icon dsp

Metis Data Science Bootcamp - Official Prework Repository

instacart_order_classification icon instacart_order_classification

Predict which products Instacart users will reorder using classification algorithms (logistic regression, random forest and gradient boosting)

predict_movie_revenue icon predict_movie_revenue

Predict domestic gross revenue of movies before release using web scraping and linear regression models with regularization

projects icon projects

:page_with_curl: A list of practical projects that anyone can solve in any programming language.

python icon python

All Algorithms implemented in Python

spark icon spark

Apache Spark - A unified analytics engine for large-scale data processing

statsmodels icon statsmodels

Statsmodels: statistical modeling and econometrics in Python

stock-bot icon stock-bot

A script that can trade stocks on a daily basis in an attempt to out perform the market.

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

timeseries_seq2seq icon timeseries_seq2seq

This repo aims to be a useful collection of notebooks/code for understanding and implementing seq2seq neural networks for time series forecasting. Networks are constructed with keras/tensorflow.

xgboost icon xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow

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