Ankit Kumar Mandusia

Ankit Kumar Mandusia

AI Data Scientist
India
English

About Me

AI Engineer specializing in AI, LLMs, and Quantum-AI systems, with experience in building energy-efficient Transformer architectures, neuromorphic models. Currently contributing to a DST-sponsored project at NIT Jaipur o…

Experience

Project Associate I

Malaviya National Institute of Technology, Jaipur, Rajasthan
Nov 2024 - Present · 1 year 11 months

<p>Applied machine learning techniques and statistical methods to analyze sensor-based datasets (e.g., battery performance data), identifying patterns in charging/discharging cycles and improving predictive modeling of system behavior.<br>
Developed ETL pipelines for DOBOT CR3 and MG400 test benches, producing clean datasets for analytics.<br>
Coordinated cross-functional integration of battery hardware with automation scripts, enabling synchronized experiments and consistent data acquisition.</p>

Project Associate I

Malaviya National Institute of Technology · Jaipur, India
Oct 2024 - Present · 2 years

<ul><li>Developed ETL pipelines for DOBOT CR3 and MG400 test benches, producing clean datasets for analytics. </li><li>Coordinated cross-functional integration of battery hardware with automation scripts, enabling synchronized experiments and consistent data acquisition. </li><li> Video Demonstration – Robotics Automation Setup - https://youtu.be/4Aygwmuk-TU. </li></ul>

Freelance Al Training Expert

Outlier, Remote, India
Oct 2024 - Mar 2025 · 5 months

<p>Contributed to RLHF, SFT and SRT projects (Hopper, Cypher Evals, Matcha Stem, Pref Ranking, Extensions V2 Log), enhancing generative AI training through code evaluation and task curation.<br>
Evaluated AI model outputs and engineered comprehensive feedback reports to advance large language model accuracy and reliability across diverse task sets.</p>

Freelance AI Training Expert

Outlier
Oct 2024 - Mar 2025 · 4 months

Contributed to RLHF, SFT and SRT projects enhancing generative AI training...

PROJECTS

Quantum-AI Powered Cryptocurrency Portfolio Optimizer

Duration : 31-Jul-2025 - 30-Oct-2025

<ul><li> Developed an autonomous financial analysis application, Q-OptiFolio, to perform end-to-end cryptocurrency portfolio optimization using specialized AI agents. Implemented a hybrid classical–quantum workflow using QAOA (IBM Qiskit) to solve the combinatorial asset-selection problem, achieving a Sharpe ratio of 0.33, 4.9 % expected annual return, and 8.7 % volatility on an ETH-ADA-DOGE portfolio. </li><li>Tech Stack: CrewAI, Qiskit, Litestar, React/Next.js , Groq (LLM Inference), OpenAI GPT-OSS-120B, CoinGecko API, Tailwind CSS. </li></ul>

SEC Filing Q&A with GraphRAG

Duration : 30-Apr-2025 - 30-Aug-2025

<ul><li>Architected a state-of-the-art GraphRAG pipeline that integrates semantic search with knowledge graph traversal (using NetworkX), significantly improving reasoning capabilities across complex, unstructured 10-K financial reports. </li><li> Engineered a hybrid retrieval system combining Qdrant vector search with LLM-based entity–relationship extraction, delivering citation-backed answers and achieving 80% RAGAS factual accuracy. Added a Natural Language-to-Query module enabling automated, accurate Plotly data visualizations based on user intent. </li><li>Built an interactive Streamlit chat app with real-time token streaming and optimized 4-bit quantization (BitsAndBytes) to efficiently run Mistral-7B. </li><li>Technologies: LangChain, Prompt Engineering, LlamaIndex, Hugging Face, Mistral-7B , Qdrant, Transformers, Streamlit, PyTorch. </li></ul>

Skills

Python Structured Query Language (SQL) Azure Neural Networks OpenCV Quantitative Analysis Spark TensorFlow Transformers Amazon Web Services (AWS) Deep Learning Google Cloud Platform (GCP) Power BI R Programming Language (R) React Regression Analysis Statistical Analysis C Sequence Models Convolutional Neural Networks (CNNs) RNN/LSTM PyTorch LangChain Qiskit Hugging Face Excel/Spreadsheet RAG LangGraph Vector Databases FastAPI Convolutional Neural Networks Excel CrewAI Litestar Next.js Groq OpenAI GPT-OSS-120B CoinGecko API Tailwind CSS NetworkX Qdrant LlamaIndex Mistral-7B Streamlit BitsAndBytes Pinecone OCR Tesseract Meta-Llama-13b Gemini 2.5 Flash Tavily API FAISS Ragas SentenceTransformers
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