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2015

Public material for CS109

3d-object-detection-for-autonomous-vehicles

Project on 3D Object Detection using Lyft's level5 dataset. Obtained mAP of 0.045 on the private leader board on kaggle and ranked in the top 20% among all teams participated in the competition.

airbnb-dynamic-pricing-optimization

[BA project] Dynamic Pricing Optimization for Airbnb listing to optimize yearly profit for host. Use Clustering for competitive analysis, kNN regression for demand forecasting, and find dynamic optimal price with Optimization model.

amazon-textract-code-samples

Amazon Textract Code Samples

amazon-textract-serverless-large-scale-document-processing

Process documents at scale using Amazon Textract

applied-ml

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

atp_matches_kaggle

awesome-datascience

:memo: An awesome Data Science repository to learn and apply for real world problems.

car-brand-association-analysis

Analysis on the association of car brands based on the forum posts scraped from edmunds.com

causal_stock_application

coco

MS COCO API (fork with fix for Python3)

course-certified-solutions-architect-associate

AWS Certified Solutions Architect - Associate

credit-risk-modeling

data-science-mini-projects

donorschoose-predicting-success-of-project-proposals

The goal of the project is to predict whether or not a DonorsChoose.org project proposal submitted by a teacher will be approved, using the text of project descriptions as well as additional metadata about the project, teacher, and school. DonorsChoose.org can then use this information to identify projects most likely to need further review before approval.

exploring-13-years-of-top-100-songs

Project on analyzing the top 100 songs that were featured in the hot 100 list of the billboard year end list. The lyrics were scraped using the Genius API and the project covers topics including Topic modelling, Sentiment Analysis, Clustering and Recommendation systems

gis-programming-roadmap

One stop shop for all your GIS Programming needs

global-terrorism-data

global-terrorism-database-analysis

Global terrorism database is an open-source database containing information of terrorist events both international and domestic that has happened since 1970. This project focuses on exploring the database and come up with a few insights to mitigate such events

instagram-engagement-prediction

Is a Picture Worth a Thousand Words? The project focuses on scraping Instagram posts of National Geographic (natgeo) page and predicting whether the post will result in high engagement or not.

kaggle

notebooks

notebooks-contrib

RAPIDS Community Notebooks

odsc

pipeline_sample

predicting-loan-repayment-capability

Project on predicting the repayment capabilities of the clients with historically little to no credit history. The analysis and modeling was done using PySpark on the Databricks platform and the visualizations in Tableau

pytimetk

Time series easier, faster, more fun. Pytimetk.

rapids

recommendation-system-using-meetup-data

Recommendation engines are super simple or atleast, they are made to seem super simple by the countless number of online tutorials that uses either a movie or a song dataset. This project focuses on building a recommendation system from scratch - extract real data, structure it and build several recommendation systems

rshiny-app-india-sensex-base-version