Ravi Ranjan Kumar
@raviranjankumar
I build enterprise Generative AI platforms for autonomous testing, debugging, and intelligent automation.
What I'm looking for
At BaseRock AI, I architect enterprise Generative AI systems for autonomous microservices testing, including AutoFixAgent, OpenAPI Discovery Engine, Agentic Test Generation, and an MCP platform integrating engineering tools. My work reduced recurring API test failures by 50%, generated 3× more test cases than manual approaches, and achieved 85%+ API endpoint coverage.
Previously at Vedantu, I built production machine learning systems for lead scoring, student engagement, grievance routing, and retention prediction. These solutions reduced daily lead volume by 40%, improved sales efficiency by 15%, reduced student distraction by 30%, and improved user retention by 40%.
Across 13+ years in data science, analytics, and data engineering, I've built scalable ETL pipelines, analytics platforms, dashboards, and AI automation using Python, SQL, LLMs, RAG, LangGraph, LangChain, and cloud AI platforms.
Experience
Work history, roles, and key accomplishments
Senior Data Scientist
BaseRock AI Pvt. Ltd.
Nov 2023 - Present (2 years 9 months)
Architecting and developing enterprise-scale Generative AI solutions for autonomous microservices testing, leveraging RAG, AI Agents, Agentic AI, Long-Term Memory, MCP, and LLM-powered automation. Built production-grade systems spanning autonomous debugging, API discovery, intelligent test generation, and self-healing automation.
Senior Data Scientist
Vedantu Innovations Pvt. Ltd.
Oct 2021 - Oct 2023 (2 years)
Developed an XGBoost-based lead scoring model to predict paid user conversion and built an end-to-end prediction and lead assignment pipeline. Developed and deployed an LSTM-based model to identify student engagement during live online classes, delivering real-time nudges.
Data Scientist
Vedantu Innovations Pvt. Ltd.
Apr 2019 - Sep 2021 (2 years 5 months)
Developed a BERT-based multi-class text classification system for automated grievance routing across 10+ business categories. Developed an ML-based engagement scoring system to predict user retention with over 90% precision.
Lead Business Analyst
Vedantu Innovations Pvt. Ltd.
Apr 2018 - Mar 2019 (11 months)
Led a team of 10+ analysts delivering analytics solutions across Product, Sales, Marketing, Academics, and MIS. Designed scalable analytical platforms, customer cohort analyses, and business intelligence solutions using Python, SQL, and Tableau.
Senior Business Analyst
Vedantu Innovations Pvt. Ltd.
Jul 2015 - Mar 2018 (2 years 8 months)
Developed analytics dashboards and optimized user funnels using Google Analytics, Firebase, SQL, Python, Tableau, and Metabase. Automated enterprise reporting pipelines and optimized ETL workflows.
Data Engineer
Peepal Software Solutions Pvt. Ltd.
Oct 2013 - Jun 2015 (1 year 8 months)
Built scalable ETL pipelines and data integration systems using Python and SQL, reducing manual effort and saving over 50 hours per week. Developed enterprise reporting solutions and automated data workflows.
Data Analyst
Microland Pvt. Ltd.
Apr 2013 - Oct 2013 (6 months)
Developed enterprise dashboards using ServiceNow and enterprise data warehouse technologies, improving operational visibility and optimizing support ticket resolution.
Education
Degrees, certifications, and relevant coursework
Jawaharlal Nehru National College of Engineering
Bachelor of Engineering, Information Science and Engineering
Bachelor of Engineering in Information Science and Engineering from JNNCE-Shimoga, affiliated with VTU Belgaum, completed in July 2011.
Tech stack
Software and tools used professionally
Postman
OpenAPI
Metabase
GitHub
Kubernetes
Jupyter
NumPy
Pandas
PostgreSQL
MongoDB
Django
Google Analytics
Redis
IntelliJ IDEA
TensorFlow
PyTorch
scikit-learn
Kafka
FastAPI
Linux
macOS
Windows
SigNoz
Gemini
Firebase
Redis Cloud
SQL
ServiceNow
XGBoost
Hugging Face
LangChain
Cursor
Agentic
LangGraph
LangSmith
Mem0
Model Context Protocol (MCP)
Availability
Location
Authorized to work in
Portfolio
github.com/machinoAIJob categories
Skills
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