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Anand Kumar Singh's Projects

2015 icon 2015

Public material for CS109

analytics_vidhya icon analytics_vidhya

Codes related to activities on AV including articles, hackathons and discussions.

awesome-spark icon awesome-spark

A curated list of awesome Apache Spark packages and resources.

banking-marketing-database icon banking-marketing-database

For this project, we will use the large Bank Marketing database set at UCI Machine learning repository which is related to direct marketing campaigns of a Portuguese banking institution. The marketing campaigns were based on phone calls. Often, more than one contact to the same client was required, in order to access if the product (bank term deposit) would be (β€˜yes’) or not (β€˜no’) subscribed. There has been a revenue decline for the Portuguese bank and they would like to know what actions to take. After the investigation, we found out that the root cause is that their clients are not depositing as frequently as before. In addition, banks also hold a better chance to persuade term deposit clients into buying other products such as funds or insurance to further increase their revenues. As a result, the Portuguese bank would like to identify existing clients that have higher chance to subscribe for a term deposit and focus marketing effort on such clients. Through this exercise, we will be building few classifiers to predict whether a particular client will subscribe to term deposit or not. If classifier has very high accuracy it can help the manager to filter clients and use available resources more efficiently to achieve the campaign goal. Besides, we would also try to find influential factors for the decision so that we can establish an efficient and precise campaigning strategy. The proper strategy would reduce cost and improve long-term relations with the clients.

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Presentation on Apache Hive at Big Data TechCon

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Questions solved from Various Coding websites viz. HackerRank, HackerEarth, CodeChef, CodingNinja and other websites. This repository also contains Questions from various offline and onsite competitions. Programs that we find in the competitions and some brainstorming questions

cs109-dl-videos icon cs109-dl-videos

Shell script to scrape Harvard CS109 (Intro to Data Science) lecture videos

data-science-ipython-notebooks icon data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

data-science-on-gcp icon data-science-on-gcp

Source code accompanying book: Data Science on the Google Cloud Platform, Valliappa Lakshmanan, O'Reilly 2017

go icon go

The Open Source Data Science Masters

leetcode-solutions icon leetcode-solutions

:octocat: (Weekly Update) Python / C++ 11 Solutions of All 1117 LeetCode Problems

mlinception-assignment icon mlinception-assignment

This is for tutorial purpose and contains Machine Learning Assignments from Course - Datum Guy MLR Assignment.

repo-2017 icon repo-2017

Python codes in Machine Learning, NLP, Deep Learning and Reinforcement Learning with Keras and Theano

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