SATYA SUMAN SAHU
Senior Data Scientist
Hyderabad
Summary
Senior Data Scientist with 4+ years of experience in Generative AI, Machine Learning, and Predictive Analytics across telecom, energy, and industrial domains. Expert in delivering agentic AI systems for telecom failure analysis, including NL-to-SQL and context-driven (RAG) LLM agents, alongside scalable ML solutions for predictive maintenance and optimization. Proven ability to architect, deploy, and scale production-grade AI systems that reduce downtime, accelerate root-cause analysis, and enable data-driven decision-making at scale.
Experienced with developing and implementing machine learning models to enhance operational efficiency. Utilizes advanced statistical techniques and programming expertise to build predictive models and uncover data patterns. Track record of integrating data science methodologies into business strategies to drive growth and innovation.
Overview
4
4
years of professional experience
1
1
Language
Work History
Senior Data Scientist
Incedo Inc
10.2025 - Current
- Leading generative AI initiatives to architect agentic systems for telecom failure analysis, automating the analysis of 30K–50K+ failure records per week across large-scale network environments.
- Engineered LLM-based failure categorization agents that reduced manual triage effort by approximately 35% to 45%, and enabled standardized failure segmentation for real-time UI dashboards.
- Developed NL-to-SQL and analytics agents that interpret user queries, retrieve data from multiple production databases, perform analytical reasoning, and generate summaries and structured tabular insights, reducing analysis turnaround time by approximately 60%.
- Established context-document-driven, schema-aware prompting mechanisms, improving query accuracy by approximately 25% to 30%, while enforcing governed and correct table-level data access.
- Partnered with UI and backend engineering teams to integrate GenAI agent outputs into production-grade applications, supporting over 100 internal business users, and accelerating data-driven decision-making.
Junior Data Scientist
BLP Industry.AI
11.2021 - 08.2025
- Created machine learning models for energy consumption and wind power forecasting, improving planning accuracy, and reducing operational costs for renewable energy clients.
- Rolled out on-premise predictive maintenance solutions for wind and solar plants, contributing to a 3–5% improvement in asset availability, and brought down the unplanned downtime.
- Optimized FMCG manufacturing processes using ML-driven solutions, delivering a ~5% increase in production output, and scaling across multiple production lines.
- Delivered LLM-powered analytics platforms and conversational chatbots (Dialogflow, local LLMs) to enhance self-service analytics and business decision-making.
Education
PG Diploma - Data Science
IIIT Bangalore
Bengaluru, India01-2021
B.Tech - Mechanical Engineering
Biju Patnaik University of Technology
Bhubaneswar 04.2001 -
Skills
- Generative AI & Agentic Systems: LLM-based agents, tool calling, failure analysis agents, NL-to-SQL agents, context-driven agents (RAG)
- Machine Learning: Regression, Random Forest, Extra Trees, PCA, PSO, anomaly detection, predictive modeling
- NLP & Conversational AI: Prompt engineering, query understanding, summarization, Dialogflow, chatbot development
- Data Engineering & Analytics: SQL, PostgreSQL, feature engineering, EDA, data validation, schema-aware retrieval
- Model Evaluation & Optimization: RMSE, MAE, MSE, accuracy, hyperparameter tuning, model monitoring
- Platforms & Deployment: On-prem deployment, LLM integration, UI integration, production ML pipelines
- Programming & Tools: Python, PyCaret, REST APIs, ML pipelines
- Domains: Telecom failure analysis, energy optimization, predictive maintenance, manufacturing analytics
Websites
Timeline
Senior Data Scientist
Incedo Inc
10.2025 - Current
Junior Data Scientist
BLP Industry.AI
11.2021 - 08.2025
B.Tech - Mechanical Engineering
Biju Patnaik University of Technology
04.2001 -
PG Diploma - Data Science
IIIT Bangalore