Hardik Srivastava

About

I am an Applied Scientist in the Investment Banking line of business at JPMorgan Chase, where I am currently conducting fundamental research on the theory and science of Gradient Boosting and Semi-Supervised Graph models in Fraud Intelligence. I previously earned my Bachelors in Computer Science with a specialization in Big Data, graduating from SRMIST in 2023. My research interests are ML/DL and Natural Language Processing and my interest topics include Probabilistic Reasoning, Sequence Models, Human-Centered AI, HCI, Causality, and Explainability. During my Bachelors, I have worked on Applied NLP at Samsung Research and the Accessible Computing Lab at McGill University.

I am enthusiastically open to collaboration on exciting research that drives innovation. If you're interested in working together or have opportunities available, please feel free to reach out to me!

Skills

Software Practices

Data Structures & Algorithms

Distributed Systems

Fine-Tuning

Model Governance

Machine Learning & AI

Probabilistic Reasoning

Natural Language Processing

Graph Modeling

Ranking & Recommendation

Tools & Technologies

Python

SQL

Scikit-Learn

PyTorch

TensorFlow

Caffe

Big Data

Hadoop

Spark

Kafka

ZooKeeper

Splunk

Backend Dev

Microservices

FastAPI

Spring Boot

Flask

Cloud Platforms

AWS

Docker

K8S

MLFlow

Jenkins

News

09/2024

Secured the 1st Place at JPMC ScaleUP Challenge 2024 for Protection Group Code Prediction for Classified Data Columns using Multi-Head Attention and Transformers

08/2024

Delivered a session on how we leverage Hybrid Recommendation models for minimizing risk in my Algo-Trading Platform based solution at JPMorgan's Innovation Week 2024

11/2023

Cleared the AWS Cloud Practitioner and AWS Machine Learning Speciality certifications

09/2023

Our paper Multi-Modal Sentiment Analysis Using Text and Audio for Customer Support Centers has been accepted by ICACTCE 2023.

06/2023

I am starting a new position as Applied Scientist at JPMorgan Chase.

04/2023

My B.Tech thesis Decision Support Complaint Prioritization System using a Statistical Multi-Method Algorithmic approach has been accepted and the preprint is availble

08/2022

Our paper Neural Text Style Transfer with Custom Language Styles for Personalized Communication Systems has been accepted to ICKECS 2023.

10/2022

We have won the 1st place of SRM Hack2Leap Hackathon 2022.

08/2022

We have won the 1st place of Smart India Hackathon 2022.

06/2022

I started a new position as a Research Intern at ACT Lab, McGill University via the Mitacs Globalink Research Internship to extend my work on Human-Computer Interaction and AAC Systems.

05/2021

Our proposal for a Real-Time Video Stablization and Deblurring software toolkit has been accepted with a grant of $21500 by Defence Research and Development Organization, Govt. of India.

05/2021

Our paper Using NLP Techniques for Enhancing Augmentative and Alternative Communication Applications has been accepted by IJREAM

01/2021

I started a new position as an Undergraduate Research Assistant under Dr. T Rajalakshmi at the Biomedical Engineering department, SRM.

Publications

Selected
All

Multi-Modal Sentiment Analysis Using Text and Audio for Customer Support Centers

Hardik Srivastava, Sneha Sunil, K. Shantha Kumari, P. Kanmani

ICACTCE'23: International Conference on Advances in Communication Technology and Computer Engineering

Paper Code

Decision Support Complaint Prioritization System using a Statistical Multi-Method Algorithmic approach

Hardik Srivastava, Mayank Jha, T. Karthick

B.Tech Thesis, SRM 2023

Paper Code

Neural Text Style Transfer with Custom Language Styles for Personalized Communication Systems

Hardik Srivastava, Sneha Sunil, K. Shantha Kumari

ICKECS'22: International Conference on Knowledge Engineering and Communication Systems

Paper

Automatic Screening and Staging of Multi-Stage Diabetic Retinopathy using Deep Learning techniques

Hardik Srivastava, T. Rajalakshmi

Preprint

Paper Code

Using NLP Techniques for Enhancing Augmentative and Alternative Communication Applications

Hardik Srivastava

IJREAM'21: International Journal for Research in Engineering Application & Management

Paper

Multi-Modal Sentiment Analysis Using Text and Audio for Customer Support Centers

Hardik Srivastava, Sneha Sunil, K. Shantha Kumari, P. Kanmani

ICACTCE'23: International Conference on Advances in Communication Technology and Computer Engineering

Paper Code

Decision Support Complaint Prioritization System using a Statistical Multi-Method Algorithmic approach

Hardik Srivastava, Mayank Jha, T. Karthick

B.Tech Thesis, SRM 2023

Paper Code

Neural Text Style Transfer with Custom Language Styles for Personalized Communication Systems

Hardik Srivastava, Sneha Sunil, K. Shantha Kumari

ICKECS'22: International Conference on Knowledge Engineering and Communication Systems

Paper

Automatic Screening and Staging of Multi-Stage Diabetic Retinopathy using Deep Learning techniques

Hardik Srivastava, T. Rajalakshmi

Preprint

Paper Code

Using NLP Techniques for Enhancing Augmentative and Alternative Communication Applications

Hardik Srivastava

IJREAM'21: International Journal for Research in Engineering Application & Management

Paper

Projects

Auto-Explainability and Evaluation of LLMs
Enable interpretability and auto-evaluation of LLMs using Integrated Gradients

AI-Powered Child-Labor Prevention Platform
Statistical multi-method models to prioritize complaints by weighted-ranking

No-Code Algo-Trading Portfolio Manager
Using Hybrid Recommendation Models to minimize Risk and Shortfall in Algo-Trading

Meta Kaggle Forum Posts Clustering
Clustering Meta Kaggle forum posts for insigts using Heirarchical Clustering + Fine-tuned Word2Vec to include Kaggle-specifc OOV words

Articles

MLOps 101 — Machine Learning Workflow Orchestration using TensorFlow Extended
Deploying Machine Learning workloads efficiently in Production using TFX

A/B Testing in Data Science
Learning how to let the customer do the talking, without actually talking.

Vitæ

Here is my Resume.

JPMorgan Chase & Co. June 2023 - Present

Applied Scientist
Fraud Intelligence and Probalistic Reasoning
JPMorgan Chase & Co. Feb-June 2023

Software Engineer Intern - AI/ML
Search Software and Semi-Supervised Ranking
McGill University June-Sept 2022

Research Intern
NLP/HCI at Accessible Computing Lab
Samsung Electronics Jan-June 2022

Machine Learning Engineer - Intern
Samsung Bixby's search optimization using NLP modeling
Inventuers Sept-Nov 2023

Founder & Tech Lead
Co-founded and released Curae, a platform to strealine healtcare services
DRDO, Govt. of India Aug-Nov 2021

Research Intern
Video Stabalization and Denoising for Long-Range Camera-feeds in Military Drones
SoftSensor.ai Apr-Oct 2021

Data Scientist Intern
Pattern Recognition in Whole Slide Imaging (Lymphoma)
SRM University Jan-July 2021

Undergraduate Research Assistant
Predictive Modeling for Diabetic Retinopathy detection
SRM University 2019 - 2023

B.Tech Student
Computer Science Engineering with a specialization in Big Data Analytics