RAKSHA RAMESH

Hopeful by design, stubborn by default.

Vol. 1, No. 1Thursday, September 4, 2025

PROFESSIONAL DOSSIER

A comprehensive investigation into one developer's career trajectory

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CAREER CHRONICLES

Data Science Intern

June 2025 - Sept 2025

Crum & Forster • Philadelphia, PA

  • Migrated 30+ high-traffic DS microservices from Pony ORM to a custom SQL context manager, resolving schema inconsistencies and validating parity through reusable checklists.
  • Built OCR pipeline for 5,000+ environmental supplemental applications with >95% classification accuracy using AWS Step Functions and LLM-based markdown extraction — reduced manual review time by 70%.
  • Designed multi-environment deployment with smoke testing and zero-downtime rollouts; added monitoring for error rate, latency, and cost.
PythonAWSLLMsOCRGenAI

Software Development Engineer II

July 2022 - May 2023

Walmart Global Tech • Bangalore, India

  • Maintained 20+ mission-critical microservices for Walmart US e-commerce.
  • Cut outages by 15% (~$15M savings) by implementing rate limiting across high-traffic services; evangelized to 90+ engineers.
  • Reduced incident MTTR by 40% by integrating OpenTelemetry distributed tracing.
  • Resolved 20+ P0/P1 incidents in follow-the-sun rotations.
JavaScriptMicroservicesOpenTelemetryGrafanaCI/CD

Software Development Intern

Jan 2022 - June 2022

Walmart Global Tech • Bangalore, India

  • Integrated PowerSport Category vehicles into catalogs, enabling targeted filtering and improving journeys — +10% conversions.
  • Built & maintained Grafana + Splunk dashboards for 5 microservices, accelerating detection and boosting uptime.
  • Led testing and deployment of two production services with QA & product for low-downtime launches.
JavaScriptGrafanaSplunkCI/CD

Marketing Intern

May 2021 - Aug 2021

Ellipses Innovation • Bangalore, India

  • Developed data-driven Instagram strategy via engagement and audience analysis.
  • Increased follower growth 35% and generated first recurring sales (20+ orders/week).
  • Ran competitor benchmarking to refine content mix, cadence, and timing.
AnalyticsSocial MediaMarket Research

ACADEMIC ACHIEVEMENTS

Master of Science in Engineering

Dec 2025

Computer and Information Science • AI Concentration

University of Pennsylvania • Philadelphia, PA • GPA: 3.88/4.0

Bachelor of Technology

May 2022

Computer Science and Engineering

PES University • Bangalore, India

AI/ML & NLP PROJECTS

Where ideas come to life

DreamBook — AI Diary Platform

Built AI diary platform digitizing handwritten, audio, and text entries using Google Cloud Vision, Speech-to-Text, and Stable Diffusion (DreamBooth + LoRA) — producing consistent comic-style illustrations.
PythonStable DiffusionGoogle CloudGradio View report

Segment Based Abnormality Detection in EEG Recordings (IEEE, Aug 2022)

Achieved 90.78% classification accuracy (surpassing SOTA) using Empirical Wavelet Transform, Recursive Feature Elimination, and Linear SVM.
PythonMachine LearningSignal ProcessingIEEE Publication View report

BART-to-Edge Translation

Optimized mBART/M2M100 with LoRA and layer freezing, reducing GPU memory by 50% and training time by 30%; enabled sub-1B parameter real-time Zh↔En translation on edge devices.
PyTorchLoRAEdge ComputingNLP View report

Lexical Simplification

Contextual word substitution pipeline improving text accessibility — reduced reading complexity by ~20% and improved comprehension in testing via POS tagging and frequency-based filtering.
NLTKgensimpandasAccessibility View report

Deep Learning for Text Summarization

Implemented extractive and abstractive pipelines; abstractive models improved semantic coherence while reducing repetition by ~25%.
ROUGEBLEUAbstractiveExtractive View report

DATA SCIENCE & ANALYTICS PROJECTS

Optimizing ANN for Learned Cardinalities

Tuned MSCN-based learned cardinality estimator; selected Adam + MLSE for smoother convergence, lowering median Q-error and standardizing workflows.
PyTorchDepp LearningMLSECardinality Estimation View report

World Development Indicators Analysis

Modeled macro growth with regression on World Bank WDI data; achieved RMSE 2.7% (developed) and 4.3% (developing), producing sector-driven insights.
Regressionmulti-disiplinaryMacroeconomicsRMSE View report

YACS — Yet Another Centralized Scheduler

Built master–worker scheduler with Random, RR, and Least-Loaded policies; added map-reduce dependencies and back-pressure to reduce idle CPU time.
PythonSocketsMultithreadingMap-Reduce View report

SYSTEMS & INFRASTRUCTURE PROJECTS

PennOS — Custom Operating System

UNIX-like OS with FAT filesystem, multi-level feedback queue scheduler, and preemptive user-space threading. Custom shell with built-ins and process control syscalls.
CFAT FSMLFQConcurrency View report

Mini-Compiler for JavaScript

Compiler for a JavaScript subset implementing lexical, syntax, and semantic analysis; generated optimized 3-address code with constant folding and DCE; scoped symbol table and type checking.
CLexingParsingThree-Address Code View report

Elevator Control System

C-based simulation using an ordered doubly linked list for prioritized floor requests; direction-aware scheduling reduced average wait times.
CData Structures View report

CONTACT THE NEWSROOM

rakshar@seas.upenn.edu
raksharamesh0002@gmail.com

TECHNICAL ARSENAL

Programming

PythonTypeScriptNode.jsCGraphQLGitPostmanCI/CDJIRAConfluenceTableau

AI & Machine Learning

PyTorchNumPypandasscikit-learnEWTEMDRFELoRADreamBoothStable DiffusionBLEUBERTScore

Cloud & Infrastructure

AWS (CDK, Textract, Bedrock, BDA, Step Functions)Serverless FrameworkGoogle Cloud VisionSpeech-to-TextKubernetesIstio

Data Eng. & Observability

SQLPony ORMGrafanaSplunkPrometheusOpenTelemetryJaeger

Systems & Compilers

FAT filesystemMulti-level feedback queue scheduler

Product & Collaboration

Agile/ScrumMVP developmentUser researchA/B testing

LEADERSHIP DESK

Head Teaching Assistant / Product Manager

University of PennsylvaniaAug 2024 – Present

  • Directed product strategy for 5 cross-functional student teams (agile planning, feedback loops, stakeholder demos).
  • Coordinated a team of 11 TAs; training, task allocation, daily operations; supported 100+ students & faculty.
  • Managed course logistics: scheduling, grading workflows, resource planning; evaluated 20+ demos for market fit.

Chair — English Literacy Program

U&I Trust (Bangalore, India)May 2022 – Jul 2023

  • Directed program for 20+ underprivileged girls; designed lesson plans for conversational & written fluency.
  • Led volunteer recruitment (+50% staff) and fundraising to fully cover annual costs.

Chair — ACM-W Student Chapter

PES UniversityAug 2020 – Jul 2022

  • Expanded membership 4×; secured sponsorships & VC funding for Women’s Day Ideathon (backed top 3 ideas).
  • Organized 15+ workshops, hackathons, and speaker events promoting diversity in tech.

Event Lead / Organizer

PES UniversityAug 2019 – Jul 2022

  • Executed national technical & cultural fests (10,000+ attendees/year); managed logistics and budgets.
  • Led sponsorships, vendor negotiations, and marketing; increased footfall ~20% YoY.

CLASSIFIED AD

Seeking: Complex problems at intersections of tech and humanity

Offering: Unlimited curiosity, and stubborn optimism

Interests: AI for accessibility • creative AI • large-scale system design