Summary
Overview
Work History
Education
Skills
Training
Project Experiance
Timeline
Generic
BHAVYA RANI A S

BHAVYA RANI A S

Bangalore

Summary

Seasoned IT professional with 12+ years of experience, starting as a QA specialist with expertise in manual and automation testing of web, client/server, mobile applications, and standalone medical healthcare devices. Proficient in developing automated testing frameworks, performance testing, and risk management. Transitioned into Data Science, Machine Learning, and MLOps through successful POCs in previous organizations, demonstrating hands-on experience in predictive analytics, regression, classification, and statistical analysis using Python and SQL. Recently completed PG Diploma from IIIT Bangalore and MS in AI/ML from Liverpool John Moores University, UK. Known for critical thinking, problem-solving, and driving continuous improvement initiatives.

Overview

12
12
years of professional experience

Work History

Senior Quality Assurance Engineer

Biofourmis
Bangalore
10.2020 - 04.2023

Worked as a QA Engineer at Biofourmis, a digital health company leveraging AI and data analytics for personalized health management and predictive analytics. Led QA processes, implemented advanced test strategies, and ensured high-quality software delivery through collaboration with cross-functional teams. Additionally, contributed to AI/ML initiatives by working on POC projects, applying machine learning techniques to support product innovation and enhance predictive capabilities.

Principal Consultant

Genpact
Bangalore
10.2019 - 07.2020

Worked as a QA Engineer at Genpact, a global professional services firm specializing in digital transformation, analytics, and business process management. Led QA initiatives by designing and automating test strategies, managing defect life cycles, and ensuring quality software delivery. Additionally, contributed to AI/ML POC projects, applying data analytics and machine learning techniques to support digital transformation efforts.

Senior QA

GE HealthCare
Bangalore
08.2012 - 07.2019

Worked as a QA Engineer at GE HealthCare, a global leader in medical technology and digital solutions aimed at improving patient care. Designed, executed, and automated test plans, managed defect life cycles, and ensured software quality through collaboration with cross-functional teams. Additionally, engaged in AI/ML POC projects to explore data-driven solutions, contributing to innovation in healthcare technology.

QA Analyst

Thought Frame Works
Bangalore
01.2011 - 02.2012

Worked as a QA Engineer at Thought Frameworks, a software testing company providing end-to-end QA and testing services. Executed manual tests, reported and tracked defects, and verified resolutions to ensure the quality and reliability of software applications.

Education

Master of Science - Artificial Intelligence & Machine Learning (AI ML)

Liverpool John Moores University
03-2025

PG Diplomo - Artificial Intelligence & Machine Learning (AI ML)

IIIT Bangalore
Bangalore
12.2024

BE - Information Science & Engineering

Visvesvaraya Technological University
Bangalore
12.2008

Skills

  • TensorFlow
  • PyTorch
  • Keras
  • Scikit-learn
  • Pandas
  • NumPy
  • Matplotlib
  • Seaborn
  • OpenCV
  • Python
  • Java
  • SQL
  • Supervised Learning
  • Unsupervised Learning
  • Reinforcement Learning
  • Deep Learning
  • Natural Language Processing
  • Data Cleaning
  • Data Wrangling
  • Feature Engineering
  • Data Normalization
  • Data Standardization
  • Cross-Validation
  • Model Performance Metrics
  • Hyperparameter Tuning
  • Jupyter Notebooks
  • Google Colab
  • Anaconda
  • Git
  • GitHub
  • Agile Development Methodologies
  • Version Control
  • Unit Testing
  • Integration Testing
  • Problem-solving skills
  • Analytical thinking
  • Critical thinking
  • Communication skills
  • Team collaboration
  • Project management

Training

  • Certified course on Managerial Skills enhancement from personal mastery.
  • Python and Selenium Automation testing course from Besant technologies.
  • Java and Selenium Automation testing course from Besant technologies.
  • Manual Testing Course and QTP course from Qspiders.
  • A Six months' course from NIIT that includes Web Component Development using Java Technologies - Java, J2EE, Programming languages - C, C++, Introduction to Oracle 9i-SQL (Oracle Work Force Development Program).

Project Experiance

1. Project: AI-Powered Anomaly Detection for Patient Monitor Data (GE HEALTHCARE):Developed an AI-based model at GE Healthcare that analyzes real-time patient monitoring data such as heart rate, ECG, SpO2, etc., to detect anomalies indicating early warning signs of critical health conditions. The solution leveraged unsupervised learning techniques (e.g., clustering, Isolation Forest) and supervised classification models to identify abnormal patterns in patient vitals, enabling timely alerts to healthcare professionals for proactive interventions.

2. Project: AI-Powered Adverse Event Detection from Drug Reports(GENPACT):Designed and implemented an AI model to analyze pharmacovigilance reports (e.g., FDA Adverse Event Reporting System - FAERS) for detecting potential adverse drug reactions (ADRs). Utilized Natural Language Processing (NLP) techniques to extract key entities (drug names, reactions, patient demographics) from unstructured text data and applied machine learning classification models to identify patterns indicative of adverse events. The system aimed to support pharmacovigilance teams in early detection of safety signals, improving drug safety monitoring and regulatory compliance.

3.Project: AI-Powered Patient Health Risk Prediction for Home Hospital Applications(BIOFOURMIS):Developed and deployed an AI/ML model to predict patient health risk levels within Home Hospital applications. The model analyzed real-time vital signs (heart rate, blood pressure, oxygen saturation, etc.) combined with patients' historical health records to assess the likelihood of health deterioration. This proactive system enabled healthcare providers to identify at-risk patients early, facilitating timely interventions and improving patient outcomes.

Timeline

Senior Quality Assurance Engineer

Biofourmis
10.2020 - 04.2023

Principal Consultant

Genpact
10.2019 - 07.2020

Senior QA

GE HealthCare
08.2012 - 07.2019

QA Analyst

Thought Frame Works
01.2011 - 02.2012

Master of Science - Artificial Intelligence & Machine Learning (AI ML)

Liverpool John Moores University

PG Diplomo - Artificial Intelligence & Machine Learning (AI ML)

IIIT Bangalore

BE - Information Science & Engineering

Visvesvaraya Technological University
BHAVYA RANI A S