Welcome !

Welcome to my homepage! My major research interests lie in the intersection area of Information Security, PPML, Virtual Reality, NLP, Machine Learning, and Deep Reinforcement learning with an emphasis on algorithms for the control and optimization of stochastic dynamic systems, particularly reinforcement learning and simulation optimization. I'm also interested in malware detection, multi-party computation, and cryptography.

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Introduction

Currently, I am working as a Research Assistant at the Indian Indian Institute of Science, Bangalore. I have been involved in different central government research projects at the Indian Institute of Science, funded by the government of India.

I am a very enthusiastic, dedicated, self-motivated, and hardworking person. I am always keen to learn and explore the latest cutting-edge research in machine learning, deep learning, reinforcement learning, malware detection, and information security.

I like playing cricket, listening to soft music, and writing poetry in my leisure time. Sometimes I likes to spend my time cooking dishes or amidst nature.

Know more about me

Projects

1. National Design Innovation Network | Demo Video Demo

My role in this project is to develop a virtual assistant for a restricted knowledge base for STEM VR experiments (Funded by the MeitY government of India).

2. Automated Cryptographic Algorithm Validation System | Outcome PDF + PDF

My primary role in this project is to write code for validation cryptographic algorithms (DSA, ECDSA, RSA, KAS, etc.) automatically. I am also involved in developing the backend and front end for automated CAVS(Cryptographic Algorithm Validation System) [Funded by the MeitY government of India].

3. Autonomous Navigation based on place navigation

In this project, we are trying to develop an autonomous navigation drone that can recognize the path inside the building and map the whole building from the inside. This project is still in progress.

4. Implementation of Double Q-Learning algorithm on Mountain Car Game-Reinforcement Learning | Code PDF

In this project, I implemented the Double Q-Learning algorithm on Mountain Car Game as a reinforcement learning project. I also tried to improve the algorithm learning rate.

5. Probabilistic Exponential Distribution PDF

I developed a physical model to demonstrate the exponential distribution in this project. It gives a realistic picture of the exponential distribution.

6. MNIST hand written digit recognition using CNN, RNN, and LSTM | Code PDF

In this project, I trained and tested CNN, RNN, and LSTM algorithms for handwritten digit recognition on the MNIST data set. I also compare the results for the given algorithms.

7. Implementation of NN, Knn, K-mean algorithm on Iris Data Set (UCI- Machine learning repository)

In this project, I trained and tested CNN, RNN, and LSTM algorithms for handwritten digit recognition on the MNIST data set. I also compared the results of these algorithms.

8. Reliable Energy Balance Model for Wireless Sensor Networks PDF

This was my major undergrad project, where I extended my minor project and proposed a new model which is more efficient and reliable than D.K. Lobiyal’s paper and implemented it.

9. Dynamic Clustering Head Node Selection Using Fuzzy C-Mean algorithm

This was my minor undergrad project in which I implemented the research paper authored by D.K. Lobiyal using NetSim Simulator.

10. Application of machine learning in prediction of types of tumor (Malignant/Benign)

In this project, I trained a machine learning model using linear regression to predict the types of tumor (Malignant/Benign).

11. PCM with RUN PDF

In this project, we developed a PC game. The motivation for developing this game was- to teach physics, chemistry, and mathematics to students while playing this game.

Employement

Education


Advisors

Prof. N. Balakrishnan

(Supervisor)

SERC, Indian Institute of Science, Bangalore


Prof. B. Gurumoorthy

(Supervisor)

CPDM, Indian Institute of Science, Bangalore


Prof. Shalabh Bhatnagar

(Supervisor)

CSA, Indian Institute of Science, Bangalore


Prof. Pradipta Biswas

(Supervisor)

CPDM, Indian Institute of Science, Bangalore


Prof. Ravendra Singh

(Supervisor)

Institute of Engineering and Technology, MJPRU, Bareilly


Prof. Brajesh Kumar

(Supervisor)

Institute of Engineering and Technology, MJPRU, Bareilly