ML Engineer · Springer IMPACT 2025 · Fine-tuning Mistral-7B & MedGemma on consumer GPUs · Product Based Development · llmclean on PyPI
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Resume-parser
May 11, 2026 – Present
a small resume parser for automatic resume processing and data feeding into dbs
View ProjectSakhi
April 5, 2026 – Present
Offline Hindi voice-to-form for India's 1M+ ASHA health workers. Whisper ASR + Gemma 4 (E2B on-device / E4B server) extracts MCTS forms from home-visit conversations + flags preeclampsia/PPH/neonatal distress in real time. Gemma 4 Good Hackathon
View Projectllmclean
March 9, 2026 – Present
Small Python library for cleaning the noise out of raw LLM output
View ProjectMedScribe
January 17, 2026 – Present
Offline clinical SOAP notes in physician shorthand — MedGemma Impact Challenge 2026
View ProjectGenFic
January 11, 2026 – Present
Researching PEFT for register shift using modified LoRA techniques
View ProjectHybrid-Dataset-Summariser
December 24, 2025 – Present
Cross-modal learning framework preventing catastrophic forgetting in video summarization. OPLoRA orthogonal projection + LoRA+ asymmetric LRs + EWC + curriculum phasing. Video R-1 +58%, R-2 +272% over vanilla LoRA. Follow-up to Springer IMPACT 2025 negative result.
View ProjectCultural Fit Analysis
The candidate's project portfolio is heavily skewed towards AI/ML research and development, with a strong focus on Python. While 'Sakhi' includes Kotlin and is an Android-related project, the overall project diversity does not strongly align with a dedicated Android Developer role. The candidate's experience level is listed as 0, which, combined with the project focus, suggests a potential mismatch for a senior Android role requiring deep mobile-specific expertise. The projects demonstrate a strong drive for innovation and problem-solving, which could be a positive cultural fit in a research-heavy or innovative team.
Soft Skills & Operational Fit
The candidate's project descriptions suggest a proactive and research-oriented individual, capable of tackling complex technical challenges. Participation in hackathons (Gemma 4 Good, MedGemma Impact Challenge) indicates a collaborative spirit and ability to work under pressure. However, without psychometric test results or interview data, a comprehensive assessment of soft skills and operational fit is not possible.