Mansi Singh
@mansisingh4
AI/ML engineer building end-to-end computer vision, NLP, and agentic systems for real-world impact.
What I'm looking for
I’m an AI/ML Engineer and full stack developer who architects, builds, and deploys intelligent systems across Computer Vision, NLP, Generative AI, and Multi-Agent workflows. I enjoy designing end-to-end pipelines—from data processing and transfer learning to model deployment on edge and cloud.
My work focuses on practical performance and scalable orchestration: I’ve built agentic workflows with LangGraph and human-in-the-loop checkpoints, and implemented vector knowledge bases using ChromaDB for contextual grounding across agent interactions. I also develop reliable backends with FastAPI to enable real-time agent orchestration and RESTful access to AI pipelines.
I’m a published researcher with IEEE Xplore, driven by solving real-world problems through innovative technology. Whether it’s an edge AI pest detection system with deployed TensorFlow Lite models or an OCR correction platform with confidence-aware human-in-the-loop validation, I bring research rigor to production-ready engineering.
Experience
Work history, roles, and key accomplishments
Architected a production-grade multi-agent AI research lab orchestrating 8 specialized AI agents to conduct, verify, and synthesize academic research on any topic. Implemented agentic workflows with human-in-the-loop checkpoints for research planning, literature review, fact-checking, and report generation.
Built an end-to-end computer vision pipeline combining YOLOv8 object detection and ResNet50 classification on the IP102 dataset (45,095+ images across 102 pest classes). Engineered imbalance-aware training using data augmentation, transfer learning, and fine-tuning, achieving 68.58% classification accuracy and 77.6% mAP@0.5; integrated TensorFlow Lite models and LLM-assisted decision support into
Developed an interactive OCR correction platform for scanned documents using confidence-aware generative AI with human-in-the-loop error correction workflows. Implemented image preprocessing and real-time OCR review/correction via a desktop interface, achieving 75% word-level accuracy and 73% character-level accuracy on noisy datasets.
Education
Degrees, certifications, and relevant coursework
Lovely Professional University
Bachelor of Technology (B.Tech), Computer Science & Engineering
2022 -
Grade: CGPA: 7.2
Pursuing a B.Tech in Computer Science & Engineering with a minor specialization in Machine Learning. Working on edge and cloud AI/ML solutions including computer vision, NLP, generative AI, and multi-agent systems (CGPA: 7.2).
Sant Atulanand Convent School
Intermediate, Intermediate
2020 - 2021
Grade: 83%
Completed Intermediate at Sant Atulanand Convent School, achieving 83%.
Happy Model School
Matriculation, Matriculation
2018 - 2019
Grade: 90%
Completed Matriculation at Happy Model School, achieving 90%.
Availability
Location
Authorized to work in
Portfolio
github.com/MS134340Job categories
Skills
Interested in hiring Mansi?
You can contact Mansi and 90k+ other talented remote workers on Himalayas.
Message MansiGet matched with your dream remote job
Sign up now and join over 250,000+ remote workers who receive personalized job alerts, curated job matches, and more for free!
