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Salil Vishnu Kapur's Projects

demonitizationtweets icon demonitizationtweets

#Data Science Project# This will help in answering the following questions :- 1. Understand the Temporal Change - How frequent are the tweets – tweet frequency as a function of time 2. What are the commonly used words – how does their frequency change over the period of time 3. How influential the people are who tweet on the topic – how many replies/comments do their tweets get 4. How many of them are influential? 5. Understand the spatial change –how the sentiment was in different states in the country

hdbscan icon hdbscan

A high performance implementation of HDBSCAN clustering.

machinelearning_tutor icon machinelearning_tutor

This is a project for Machine Learning practitioners who want to learn to write the Deep Learning Algorithms using tensorflow.

predicting-transportation-modes-of-gps-trajectories icon predicting-transportation-modes-of-gps-trajectories

Understanding transportation mode from GPS (Global Positioning System) traces is an essential topic in the data mobility domain. In this paper, a framework is proposed to predict transportation modes. This framework follows a sequence of five steps: (i) data preparation, where GPS points are grouped in trajectory samples; (ii) point features generation; (iii) trajectory features extraction; (iv) noise removal; (v) normalization. We show that the extraction of the new point features: bearing rate, the rate of rate of change of the bearing rate and the global and local trajectory features, like medians and percentiles enables many classifiers to achieve high accuracy (96.5%) and f1 (96.3%) scores. We also show that the noise removal task affects the performance of all the models tested. Finally, the empirical tests where we compare this work against state-of-art transportation mode prediction strategies show that our framework is competitive and outperforms most of them.

scala-tutor icon scala-tutor

This is a guide for developers of all level to use this as a one stop place for learning scala with examples

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

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