Mansi Dakhale
Open to work0 years experienceAI/Machine Learning Engineer
AI/Machine Learning Engineer building LLM- and vision-driven automation.
Standing Rank
Rank Not Available
Developer Badges
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Skills & Technologies
48 skillsWork Experience
AI Engineer Intern
Evomaton
- Building an LLM-driven pipeline to extract Material Take-Offs (MTO) from complex construction drawings in EPC domain
- Using a multimodal LLM to extract dimensions, openings, and material specs, with a Python layer for quantity calculations; completed feasibility analysis and technical documentation, alongside AI feature work on Databricks and Azure
AI Engineer Intern
Blu Parrot
- Built an AI-powered agri-advisory platform for multi-region crop recommendations across Indian states, combining OCR-based document ingestion with rule-based agronomic logic and ML models for soil (NPK) and climate data
Projects
OpsPilot AI
View Project- Architected a multi-agent platform (LangGraph + Groq LLaMA 3.3 70B) with a Planner agent that routes queries to specialist nodes for RAG document Q&A, tool execution, code generation, and report writing
- Built a RAG pipeline with ChromaDB and MMR retrieval plus a two-pass fact-verification layer; implemented asynchronous PDF ingestion via Celery and Redis with OCR fallback
- Deployed end-to-end on AWS (EC2, RDS, S3) with a React 19 streaming frontend, containerized using Docker Compose
AI Product Creative Generation Workflow
View Project- Automated end-to-end ecommerce creative generation (5 images, 2 videos, campaign strategy) using a 6-stage multi-agent LangGraph workflow
- Built FastAPI APIs with asynchronous job execution via Celery and Redis, supporting CSV-based bulk processing
- Deployed the full workflow on Render and Vercel for production use
Agentic RAG Research Assistant
View Project- Built a hierarchical multi-agent RAG system reasoning across 50+ research papers
- Implemented an LLM-as-a-judge (RAGAS) evaluation pipeline scoring faithfulness, relevancy, and context precision/recall
- Achieved 92.4% retrieval precision@5 and 84.7% keyword accuracy by tuning chunking and embeddings; shipped a Streamlit app with fully offline model serving via Ollama/llama.cpp
UGSA-TSGAN: Tumor-Attentive GAN for CE-MRI Synthesis (M.Sc. Thesis)
View Project- Curated a specialized dataset of 239 patient records from the ISPY1 cohort and wrote custom PyTorch training loops from scratch
- Designed a novel Uncertainty-Guided Soft-Attention Block (UG-SAB) fusing feature maps with Monte Carlo Dropout uncertainty maps, cutting annotation needs by 40% via semi-supervised pseudo-labelling
- Beat the fully-supervised baseline by +6.5% Global SSIM(p=0.0072) and +9.0% Tumour ROI SSIM(p=0.0029); cut MAE by 47% (0.086 to 0.0454); synthetic CE-MRI retained 69.7% diagnostic utility
Leaderboard Standings
Leaderboard Position Pending
Global test scores, peer standing percentiles, and algorithm leaderboard ranks are updated dynamically.
Assessment Highlights
Assessments Not Completed
Coding evaluations, system assessment results, and conceptual score badges will appear here after taking a test.
AI Collaboration Score
AI Collaboration Score Pending
Developer coding behavior, assistant cooperation, and AI pair-programming indicators are evaluated during live coding sessions.
Role Compatibility Profile
Role Compatibility Analysis Pending
Custom matching reports, candidate role compatibility percentiles, and core engineer strength profiles are processed once conceptual code screenings are complete.
Achievements
IIT JAM 2024 Rank
IIT JAM 2024: All India Rank 320 in Statistics
IIT Guwahati Summer Project 2025
IIT Guwahati Summer Project 2025: Inventory Optimization using Advanced SQL Analytics
About Details
Professional Bio
AI/Machine Learning Engineer building LLM- and vision-driven automation for engineering and EPC workflows. Experienced in designing multi-agent workflows with LangGraph and shipping low-latency inference APIs with FastAPI on AWS/Azure.
M.Sc. in Artificial Intelligence & Machine Learning in Artificial Intelligence & Machine Learning
Indian Institute of Information Technology Lucknow (2024 - 2026)
B.Sc. in Statistics, Computer Science & Mathematics in Statistics, Computer Science & Mathematics
RTMNU (2018 - 2021)