Satya Saurabh Mishra

About

👋 Hi, I'm Satya Saurabh Mishra, an Data Scientist Engineer and Researcher 🤖🔬 with a passion for Machine Learning, Data Science, and Large Language Models (LLMs).
🎓 Currently Working as Data Scientist at Dell Technologies, I am dedicated to pushing the boundaries of AI innovation.

🚀 Welcome to my portfolio!

SKILLS

Publications

Timeline

• Data Scientist

  Dell Technologies

  3rd July 2024 - Present Banglore, Karnataka

  2025 Accepted Research Paper: How Does Entropy Influence Modern Text-to-SQL Systems?

  • Proposed an entropy-based metric to assess and cluster SQL query for improved confidence estimation .
  • Integrated entropy-guided refinement into CHESS and CHASE pipelines to reduce redundant generations.
  • Built a modular agentic framework using Mixtral and Deepseek models for retrieval, generation, and selection.
  • Applied MarkupLM with DBSCAN to clusterexecution-based embeddings of SQL outputs.
  • Used entropy thresholds as stopping criteria in query refinement to cut down computation costs.
  • Ran detailed experiments on BIRD benchmark using diverse generation strategies like Divide-and-Conquer, Query Plan, Online Synthetic Examples.

  AI-Powered Balance Sheet Flux Commentary Automation

  • Automated 6,000 quarterly flux analyses using a custom-built LLM pipeline, reducing 32K+ hours of manual effort annually.
  • Conducted extensive prompt engineering experiments and adopted Chain-of-Thought prompting for best results.
  • Fine-tuned a Llama-3.1-8B-Instruct using PEFT with LORA on historical finance data to improve accuracy.
  • Designed and implemented an tool based agentic framework to orchestrate data preprocessing, variance analysis, and auto-commentary generation.
• Data Science Intern

  Dell Technologies

  3rd July 2023 - 31st May 2024 Banglore, Karnataka

  • Enhanced LLM model’s query response using RAG methodology with Dell data.
  • Conducted end-to-end experiments on llama-index, integrating OpenAI and custom LLM models and implementing them for better model responses.
  • Led efforts to fine-tune embedding models, improving their ability for enhanced Dell data representation.
  • Explored Vector Databases like Chroma DB and Faiss for efficient storage and retrieval of vector representations.
  • Systematically optimized model performance through comprehensive evaluation strategy and comparisons with other LLM models.
  • Integrated the MLflow tool for analyzing and monitoring the performance of machine learning models.
• Master of Technology in AI/ML

  IIITDM Jabalpur

  CGPA: 8.8 | 2022 - 2024 Jabalpur, Madhya Pradesh

  Completed Master of Technology (M.Tech) with a specialization in Artificial Intelligence and Machine Learning at the Indian Institute of Information Technology, Jabalpur (M.P.). Worked as a Teaching Assistant (TA) for several courses under the mentorship of distinguished professors.

  • TA : Data structure Using Python under Prof. Kushum kumari Bharti.
  • TA : Introduction to Data Science Using Python under Prof. Ayan Seal.
  • TA : Design and Analysis of Algorithms under Prof. Avinash Chandra Pandey.
  • TA : Computer Programming in C under Prof. Vinod Kumar Jain.
  • TA : Computer Network under Prof. Neelam Dayal.
• High & Intermediate Mathematics Teacher

  SSV Academy

  2020 - 2024 Jaunpur, Uttar Pradesh

  Worked as a Mathematics Teacher at SSV Academy, Jaunpur, Uttar Pradesh from 2020 to 2022. Taught Mathematics to students, covering a wide range of topics including Algebra, Probability and Calculus. Focused on building strong understanding and problem-solving skills among students, helping them excel in their academic.

• Bachelor of Technology in Computer Science Engineering

  VBSPU Jaunpur

  CGPA: 8.2 | 2018 - 2022 Jaunpur, Uttar Pradesh

  Bachelor of Technology in Computer Science Engineering with a specialization in Computer Science subjects at Veer Bahadhur Singh Purvanchal University, Jaunpur.