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VamshiKrishna's Projects

churn-prediction-of-telecom-data icon churn-prediction-of-telecom-data

This project is focused on end to end application of Machine Learning methodologies to achieve best predicting accuracy. Our goal is to predict churn rate of customers for a telecom service provider based on service charges and usage data of customer.

image-classification-and-reverse-image-search-on-google-open-image-dataset icon image-classification-and-reverse-image-search-on-google-open-image-dataset

Motive of this project is to handle huge amounts of data using various tools and frameworks of Big Data technologies. Creating Local directory in UMBC cluster, setting up HDFS and Spark frameworks, initializing, setting virtual environment and configuring. Creating directories for pretrained weight files, importing tensorflow and Keras applications, Spark.sql functions, etcetra. Working with Parquet and Avro files.

social-distancing-tool icon social-distancing-tool

Project Idea is to train an object detection model which can detect humans in a video and results in all the bounding boxes with humans upon which I have calculated the distance between boxes. Bounding boxes in closer than a threshold value are classified with different color. Also created Bird's eye view using which we can avoid overlapping.

text-analytics-on-amazon-cell-reviews-and-ratings icon text-analytics-on-amazon-cell-reviews-and-ratings

Application of Classification algorithms and NLTK tools to process the reviews and predict the ratings. For better understanding of data performing topic modelling and visualising using gensim and pyldavis.

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