About
Interested in Software Engineering oppportunities.
Activity
9K followers
Experience
Education
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University of Florida
Activities and Societies: Data Science and Machine Learning Researcher in Data Science Research (DSR) Lab at CISE, University of Florida
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Licenses & Certifications
Courses
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Advanced Data Structures
COP5536
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Analysis of Algorithm
COT5405
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Bioinformatics
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Computer Architecture Principles
CDA5155
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Computer Networks
CNT5106C
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Distributed Operating System Principles
COP5615
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Individual Study on Deep Learning in Computer Vision
CIS 6095
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Machine Learning
CAP6610
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Network Science and Applications (Complex Network and Deep learning)
CNT6805
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Pattern Recognition
EEL6825
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Programing Language Principles
COP5556
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Software Engineering
EC803A
Projects
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Gossip Protocol Implementation
• Implemented Gossip Protocol.
• Implemented Push-Sum Algorithm.
• Experimented on different Network topologies : Line, Random2D, Toroidal, 3D
Language used: Elixir -
Development of a Semantic Engine for Alternate Hypothesis Prediction
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• The project aim was to develop a semantic engine which can interpret alternate possible hypothesis of events.
• Responsible for data wrangling and internal knowledge graph (Knowledge Base) formation. Developed algorithm for ranking and scoring of hypotheses.
• Created modules for data extraction from RDF to Excel format using SPARQL queries and Pandas library. Also developed a wrapper module to run the whole pipeline. Partially developed hypotheses generation using graph mining and…• The project aim was to develop a semantic engine which can interpret alternate possible hypothesis of events.
• Responsible for data wrangling and internal knowledge graph (Knowledge Base) formation. Developed algorithm for ranking and scoring of hypotheses.
• Created modules for data extraction from RDF to Excel format using SPARQL queries and Pandas library. Also developed a wrapper module to run the whole pipeline. Partially developed hypotheses generation using graph mining and text analysis. Worked with large scale graph data.
• Implemented a web application of network visualization of the generated hypotheses where one must upload json file of the generated hypothesis in graph format and the application will generate the subgraph network.
Technologies and Libraries Used:
Java
JDBC
Python
NetworkX
NLTK
Pandas
NumPy
PyTorch
SPARQL
Apache Fuseki
JavaScript
Vis.js
HTML, CSS
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Multiple Vehicle Tracking in Traffic Intersections for Intelligent Transport and Autonomous Traffic Solution
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(Under the Supervision of Prof. Sanjay Ranka | Project funded by NSF and Florida Department of Transportation [FDOT])
• Developed Siamese ConV Network model for appearance descriptor in the detector module and implemented one shot learning for vehicles in traffic intersection using modified UA-detrac and GNV traffic dataset.
• Training, validation and testing has been done on the Siamese Network model.
• Implemented YOLOv3 for the detection module
• Implemented DeepSORT…(Under the Supervision of Prof. Sanjay Ranka | Project funded by NSF and Florida Department of Transportation [FDOT])
• Developed Siamese ConV Network model for appearance descriptor in the detector module and implemented one shot learning for vehicles in traffic intersection using modified UA-detrac and GNV traffic dataset.
• Training, validation and testing has been done on the Siamese Network model.
• Implemented YOLOv3 for the detection module
• Implemented DeepSORT tracking module.
The work mostly deals with Deep learing application in Computer Vision, Multi-Object Tracking, Tracking by detection, Object Detection, Object Reidentification while tracking, Siamese Network for one shot learning of vehicle images in video frames of traffic intersection.
Library and Modules used:
python 3.6
Pytorch
Numpy
OpenCV3 -
Bitcoin Simulator
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• Implemented full Bitcoin protocol along with the core mechanisms: Mining, Blockchain, Transaction, Wallet, P2P network protocol.
• Developed Bitcoin Simulation application using Phoenix framework with a Web UI where different Mining and transaction scenarios can be simulated and represented in a Dashboard format.
Technologies used:
Elixir
Phoenix Framework
HTML, CSS
JavaScript -
Car Tracker: A Vehicle Tracking Fleet Management System
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• Developed REST endpoint at the vehicle end to load vehicle details, update record in database, ingest readings from vehicles.
• Created alerts based on priorities with custom rules, REST endpoint to fetch details of all vehicles, to fetch alerts within 2hrs for all the vehicles and sort the vehicle list, ability to list vehicle’s geolocation within last 30 minute on a map listing all vehicle data.
• Deployed in AWS, launched one AWS VPC with subnets and security group, configured Docker…• Developed REST endpoint at the vehicle end to load vehicle details, update record in database, ingest readings from vehicles.
• Created alerts based on priorities with custom rules, REST endpoint to fetch details of all vehicles, to fetch alerts within 2hrs for all the vehicles and sort the vehicle list, ability to list vehicle’s geolocation within last 30 minute on a map listing all vehicle data.
• Deployed in AWS, launched one AWS VPC with subnets and security group, configured Docker Swarm cluster on AWS.
Technologies Used:
Java
Spring Framework
SQL
AWS
Docker
REST
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Development of a Java like Compiler
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• Created CFG and implemented scanner, parser, symbol table, type checking, AST and Java byte code generation module.
Language and Modules Used:
Java
Junit
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Development of a Job scheduler
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• Implemented a Job scheduler interacting with processor using min Heap and Red-Black Tree Data structure.
Language and Modules Used:
Java
Junit -
Bit Torrent like Peer to Peer (P2P) software application for File Sharing
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Recommender system for Yelp
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A recommender system is developed with a hybrid approach both using the collaborative filtering and content based filtering. Different aspects are investigated like the seasonal trends and user rating prediction with the help of different NLP based methods and machine learning approaches.
Dataset Used: Yelp Challenge round 9 datasets are used for the analysis.
Libraries and Frameworks:
Python
NLTK
Scikit-Learn
Pytorch
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TransGator: A Neural Machine translator like Google Translator
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A machine translator is developed like the Google translator. In this project Neural machine Translation approach is followed. Word2Vec and Recurrent Neural Network (RNN) is implemented.
Two specific language corpora (English and French) are handled in this project with the available training dataset.
Libraries and modules:
NLTK,
Tensorflow
scikit-learn
Pandas
NumPy
Word2Vec.
Other creators -
Stock Forecasting and Dynamics of stock prices in Complex Financial Network
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Predicted stock prices based on time series financial data using different machine learning (Linear and ensemble methods) and deep learning models. Also analyzed financial data to study the dynamics among stock prices and financial markets.
Python
Tensorflow
Sciekit-Learn -
Tunneling Micro-accelerometer for Space Applications
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Worked on Tunneling Accelerometers for Space Applications.
• Designed and developed high sensitivity micro-machined Quantum Tunneling Accelerometer with micro-g resolution for space applications.
This project was sponsored by Indian Space Research Organization (ISRO). -
Data Gathering in Wireless Sensor Network
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This is an undergraduate research project. I worked on Power Efficient-Gathering in Sensor Information Systems (PEGASIS) protocol, Energy efficiency issues and lifetime enhancement in sensor networks.
Proposed new energy efficient data gathering algorithmic scheme in sensor network for overall network lifetime enhancement. (Published 2 conference papers in IEEE international conference)
Language Used:
C, Matlab
Honors & Awards
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Achievement Award
University of Florida
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Research Fellowship
Indian Institute of Technology Kharagpur
Sponsored by ISRO
Languages
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English
Full professional proficiency
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Bengali
Native or bilingual proficiency
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Hindi
Professional working proficiency
Organizations
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Indian Institute of Technology Kharagpur
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University of Florida
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