Data withclarity,AI with intent.

Portrait of Eshwar Anish Varma

Eshwar Anish Varma

Gen AI Data Engineer

Gen AI · Analytics · Engineering

I build audit-traceable AI and analytics systems that turn complex information into useful, human decisions. My work combines OCR, RAG, LLM evaluation, and data engineering to create reliable workflows for regulated documents, ERP automation, predictive analytics, and real-time reporting. I focus on systems that remain explainable, measurable, and practical for the people using them.

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Selected accomplishments

60%

less manual review for regulatory drafting

80%

less daily ERP operating work through automation

200+

live business metrics processed

1st runner-up

SAP Hack2Build Hackathon

01Education

The foundations.

Formal training in data analytics and computer engineering, strengthened by applied research and project work.

George Mason University logo

George Mason University

M.S. in Data Analytics Engineering

CGPA 3.87

Machine LearningBig Data AnalyticsData MiningDatabase SystemsStatistical Analysis (R)

May 2024
May 2026

Manipal International University logo

Manipal International University

Bachelor of Computer Engineering

2019
2023

02Selected experience

Building useful systems, end to end.

A mix of data engineering, applied AI, teaching, and product-minded analysis.

George Mason University logo

Graduate Teaching Assistant

George Mason University

Supported instruction for 100 students in Python and Java across algorithms, data structures, and statistical problem-solving.

December 2025
May 2026

AI-Assisted FDA 483 & EIR Platform logo

Gen AI Data Engineer

AI-Assisted FDA 483 & EIR Platform

Built a human-in-the-loop NLP pipeline using OCR, RAG, and LLMs over regulatory rulebooks to auto-draft FDA 483 observations and EIRs.

January 2026
May 2026

Morr Computing (Morrai – ERP Automation & Analytics AI) logo

Data Analyst

Morr Computing (Morrai – ERP Automation & Analytics AI)

Built Python and SQL data pipelines integrating live ERP, CRM, and e-commerce sources through REST APIs, powering real-time processing of 200+ business metrics.

July 2023
July 2024

Morr Computing (Morrai – ERP Automation & Analytics AI) logo

Data Analyst Intern

Morr Computing (Morrai – ERP Automation & Analytics AI)

Wrote SQL queries across live SAP HANA ERP tables to collect and label training data for the ERP AI model.

July 2022
July 2023

03Selected projects

Practical work for complex problems.

Systems built to retrieve, predict, automate, and explain.

2025View details

Data engineering & predictive analytics

IPL Data Analytics System

Built an end-to-end PySpark and Databricks pipeline processing 150,000+ match records, applying EDA and statistical analysis to surface match, player, and venue insights. Engineered predictive features reaching about 70% match-outcome prediction accuracy, and designed ETL workflows and Tableau dashboards for non-technical audiences.

What I did

  • Designed an end-to-end PySpark and Databricks pipeline for more than 150,000 IPL match records.
  • Performed exploratory and statistical analysis across player, venue, and match-level data.
  • Engineered predictive features and translated the results into Tableau dashboards for non-technical users.

Outcome

Reached about 70% match-outcome prediction accuracy.

PySparkDatabricksEDATableauStatistics
2025View details

Machine learning & product delivery

MovieLens Recommendation Engine

Built a collaborative-filtering recommendation system on 100,000+ ratings, tuning models to an RMSE of 0.85 with scikit-learn, cross-validation, and hyperparameter tuning. Deployed an interactive Streamlit application serving personalized recommendations and predicted ratings.

What I did

  • Prepared and modeled more than 100,000 MovieLens ratings using collaborative filtering.
  • Used cross-validation and hyperparameter tuning to compare and improve recommendation quality.
  • Built a Streamlit interface that returns personalized recommendations and predicted ratings.

Outcome

Tuned the recommendation model to an RMSE of 0.85.

Pythonscikit-learnCollaborative FilteringCross-ValidationStreamlit
2026View details

Product engineering & workflow automation

PicSpace – Photography Client Management Platform

Built a client-management platform integrating email, Telegram, and WhatsApp via REST APIs, automating billing and shipping dashboards for leads, bookings, invoices, and payments. Modeled and deployed on PostgreSQL (Supabase) with Docker-containerized services.

What I did

  • Built a unified client-management workflow for leads, bookings, invoices, payments, billing, and shipping.
  • Integrated email, Telegram, and WhatsApp communication through REST APIs.
  • Modeled the application data in PostgreSQL on Supabase and containerized its services with Docker.

Outcome

Created one operational view across the full photography client lifecycle.

PythonREST APIsPostgreSQLSupabaseDocker
2023View details

Computer vision & automation

Facial Recognition Attendance System

Built a computer vision attendance system in Python and OpenCV, matching faces against an enrolled-user database to automate roll-call.

What I did

  • Developed the recognition workflow in Python with OpenCV.
  • Matched detected faces against a database of enrolled users.
  • Used successful matches to automate attendance capture and replace manual roll-call.

Outcome

Turned face recognition into a practical attendance workflow.

PythonOpenCVComputer Vision
04Professional credentials

Learning that compounds.

Verified foundations across cloud, APIs, and applied data work—kept practical and connected to what I build.

AWS Academy logo
May 2025

AWS Academy

AWS Academy Graduate: Cloud Foundations

Completed foundational AWS training covering core cloud concepts, key services, security, and architecture.

View credential
Coursera logo
2023

Coursera

APIs by Meta

Authentication, REST APIs, ordering, debugging, authorization, filtering, serializers, and deserializers.

View credential
Google logo
2023

Google

Foundations: Data, Data, Everywhere

Data cleaning, data analysis, SQL, spreadsheets, and data visualization.

View credential
05Awards & recognition

Work worth recognizing.

Team outcomes recognized through SAP innovation and hackathon programs.

SAP logo

SAP

SAP SME Innovation Program Playbook Story Award

Story award for SME innovation and advisory skills.

2022
SAP logo

SAP

SAP Hack2Build Hackathon 1st Runner-up Award

First runner-up in SAP Hack2Build Hackathon.

2022
06Capabilities

The toolkit.

PythonSQLRJavaPySparkPandasNumPySciPyDatabricksLLMsRAGNLPEmbeddingsOCRLLM EvaluationMachine LearningComputer VisionFastAPIStreamlitDockerREST APIsPostgreSQLSupabaseSAP HANATableauPower BIMatplotlibSeabornPlotlyJupyterGitWorkflow Automation
07Elsewhere online

Follow the work.
Start a conversation.

Explore the code behind my projects or connect with me professionally.

Have a problem worth solving?

Let's talk.
n.eshwaranish@gmail.com© 2026 Eshwar Anish Varma