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Abhishek Singh's Projects

articles icon articles

A repository for the source code, notebooks, data, files, and other assets used in the data science and machine learning articles on LearnDataSci

crop-mapping icon crop-mapping

It was a classification problem based on the Crop mapping using fused optical-radar dataset.

githubcommit icon githubcommit

A jupyter notebook extension enabling users push ipython notebooks to a git repo

keras-yolo3 icon keras-yolo3

A Keras implementation of YOLOv3 (Tensorflow backend)

mastering-apache-spark icon mastering-apache-spark

This is repository of my YouTube Course on End to End Apache Spark in AIEngineering YouTube Channel

predict-future-sales icon predict-future-sales

It was a regression problem to predict the total sales for every product and stores in the next month. The time series dataset had more than 3 M entries of around 22 thousand items divided into 84 categories from 60 shops for a period of 34 months. Feature Engineering was extensively applied to get more insights from the data. Built regression models (XGBoost and RF) to predict the sales. We were able to get the sales of each item in the next month for every shop. The accuracy further increased when we were able to identify the feature with more Information Value (Price Trend). Key skills: Python, Feature Engineering, XGboost, Random Forest

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