G Charan Kumar Reddy

About G Charan Kumar Reddy

Data Scientist with more than 3 years of experience in building and deploying machine…

Experience

1. System Engineer

   Tata Consultancy Services

   Jul 2023 — Present · Bengaluru, IN

   Project:Alarm Dust ManagementDeveloped and deployed a Fast API-based solution to streamline alarm handling for NOC engineers by bundlingcorrelated alarms using Market Basket Analysis.Designed rules engine using Elasticsearch and implemented a CRON job to detect real-time patterns, significantlyreducing alarm noise.Enabled UI-based rule validation and MLOps integration.Tools: Python, FastAPI, Elasticsearch, Association Rule MiningProject:Alarm PredictionBuilt a time-series forecasting solution to predict alarms 24 hours in advance, enabling preventive maintenance.Developed a global model for efficiency, applied hyperparameter tuning for optimization, and deployed models toproduction. Ensured accuracy by validating predictions against ground truth.Tools: Python, Scikit-learn, LSTM, Time Series AnalysisProject:Time Series ForecastingCreated an automated pipeline to forecast thousands of telecom KPIs for performance management. Evaluated ML andDL models to identify the most effective forecasting technique and deployed the solution for large-scale usage.Tools: Python, Scikit-learn, LSTM, ML PipelinesProject: Anomaly DetectionImplemented a statistical model to detect network anomalies using dynamic thresholds based on weekly median andquartile calculations. Designed a system to flag outliers and improve monitoring accuracy.Tools: Python, Jupyter, Statistical AnalysisProject : Intelligent Data Query System Using LLM and ElasticSearchDeveloped an AI-powered system that translates natural language questions into Elasticsearch queries using a Large Language Model, enabling seamless data retrieval, summarization, and visualization from structured datasets.

Education

• JNTU Anantapur

  Bachelor of Technology - BTech, Computer Science