WELCOME TO MY PORTFOLIO

Hello, I'm Suhas

Data Scientist

Transforming complex challenges into elegant solutions across AI, software engineering, and cloud infrastructure

Portrait of Suhas

Engineer. Researcher. Mentor.

  • Proven expertise in AI research, cloud-native software, and teaching excellence.
  • Design intelligent, scalable software that blends rigorous problem-solving with real-world application.
  • Navigate across abstraction layers—from high-level design to low-level optimization.
  • Analytical thinker: reduce complexity, build reliable solutions, and value clarity, efficiency, and continuous learning.

Highlights

  • 3+ years shipping backend/data systems
  • Cloud Certified (AWS SAA + CP)
  • Led LLM alignment research at Northeastern
  • Hackathon winner | AiXplain 2024
  • 40+ students mentored as Teaching Assistant
  • Full-stack development experience

Experience

Northeastern University logo

Graduate Research Assistant

Northeastern University

January 2025 - Present
  • Led research on the Adaptive Incremental Learning Architecture (AILA)
  • Designed and implemented a novel attention mechanism, improving sequence modeling accuracy by 12%
  • Achieved 15% faster training times while maintaining model performance
  • Contributed to Large Language Model (LLM) post-training with RLHF
  • Created enhanced reward models that improved alignment with human preferences
Neural NetworksLLMsRLHFPyTorchResearchVR
Northeastern University logo

Graduate Teaching Assistant

Northeastern University

January 2025 - May 2025
  • Mentored 40+ graduate students in advanced Data Science topics
  • Provided hands-on guidance for MLOps implementation and deployment pipelines
  • Conducted weekly lab sessions focused on practical ML applications
  • Held regular office hours to support student learning and project development
  • Created supplementary learning materials that improved project quality by 30%
  • Developed comprehensive assignment rubrics for consistent evaluation
TeachingData ScienceMLOpsMentoring
Safecast logo

Cloud Engineer Intern

Safecast

May 2024 - January 2025
  • Optimized AWS resource allocation across multiple service tiers
  • Implemented auto-scaling strategies reducing monthly cloud costs by 35%
  • Maintained all performance metrics while decreasing infrastructure expenses
  • Migrated legacy services to a modern microservices architecture
  • Utilized containerization and orchestration for improved system reliability (25%)
  • Established comprehensive infrastructure documentation
  • Created disaster recovery protocols that decreased incident response time by 40%
AWSCloud Cost OptimizationInfrastructureDocumentation
Runway Proptech LLC logo

Software Engineer

Runway Proptech LLC

August 2022 - September 2023
  • Led backend development for a property management platform serving 10,000+ users
  • Architected RESTful APIs and microservices using Python and AWS
  • Developed scalable database solutions with robust data validation
  • Integrated AI-powered recommendation services increasing client retention by 22%
  • Built custom forecasting tools for property performance analysis
  • Implemented CI/CD pipelines reducing deployment time by 60%
  • Created comprehensive monitoring solutions that decreased critical incidents by 35%
PythonAWSMicroservicesRESTful APIsSQLCI/CD

Projects

AlignAI project

AlignAI

Developed an AI alignment platform that improves LLM outputs through RLHF and advanced reward modeling, increasing response quality by 32%.

  • PyTorch
  • RLHF
  • Reward Modeling
  • Transformers
  • Fine-tuning
QueryMaster AI project

QueryMaster AI

AI app to achieve over 90% accuracy in translating natural language into SQL queries, enhancing data accessibility for non-technical users.

  • Python
  • LangChain
  • OpenAI
  • Vector DB
  • FastAPI

SafeHomeSeeker AI

DC SafeHouseFinder AI: Built during aiXplain's Hackathon, provides personalized housing recommendations using AI and geospatial tech.

  • AI Agents
  • Vector DB
  • aiXplain
SafeHomeSeeker AI project

MatchPoint: The Resume Analyst

Developed a resume scoring app using React and FastAPI, Dockerized deployment on AWS ECS, providing real-time NLP-based feedback and suggestions

  • React
  • FastAPI
  • AWS ECS
  • Llama Model
  • Docker
MatchPoint: The Resume Analyst project
Nutrition Tracking Database project

Nutrition Tracking Database

Developed a Nutrition Tracking System with SQL Server, Tableau dashboards, and secure handling of user-specific dietary and fitness data.

  • T-SQL
  • Database Design
  • Tableau
  • Data Security

Research

Read research paper

AILA: Adaptive Integrated Layered Attention

arXiv2025

Authors: William Claster, Suhas K M, Dhairya Gundechia

Proposed a novel neural architecture for adaptive integrated layering of attention mechanisms, enabling efficient and effective integration of multiple modalities in AI models.

Neural Network ArchitectureAttention MechanismsDense Skip ConnectionsMulti-Task ModalitiesSelf-AttentionRecurrent Neural Networks

REALM: Enhancing Reward Models for LLM Alignment introducing Explicit Prompt-Answer Relevance

arXiv2025

Authors: William Claster, Suhas K M, Dhairya Gundechia

An alignment learning model for relevance-enhanced alignment of AI models, enabling improved performance and accuracy in AI applications.

Alignment LearningRelevance-Enhanced AlignmentAI ModelsPerformance OptimizationAccuracy Improvement

Skills

programming

Java
Python
Go
SQL
R
React
Node.js
Spring Boot
FastAPI
Flask

cloud

Docker
Kubernetes
AWS
GCP
Azure
CI/CD
Terraform

databases

PostgreSQL
MongoDB
Elasticsearch
Redis

Data Science & AI

PyTorch
TensorFlow
RLHF
LLM Fine-tuning
Post-training Alignment
Reward Modeling
NLP
LangChain
Prompt Engineering
OpenAI
MLOps
Data Analytics

tools

Git
Prometheus
Grafana
Tableau
Power BI
Apache Spark
Kafka
Pinecone

interpersonal

Project Leadership
Research Collaboration
Technical Writing
Public Speaking
Team Mentoring
Cross-functional
Client Presentations
Agile

Contact me

Fill out the form below and I'll get back to you as soon as possible.

Email

Ready to respond to your inquiries

suhaskm23@gmail.com

Location

Washington D.C

Open to relocate for on-site opportunities

Connect

Professional networking