About
Highly motivated Data Science and Machine Learning graduate with proven hands-on experience in building and deploying scalable AI models. Proficient in Python, TensorFlow, and Keras, with expertise in data preprocessing, feature engineering, and model optimization. Passionate about developing high-impact, efficient, and reproducible AI solutions, particularly for edge deployment, to drive innovation and solve complex challenges.
Work
Academic Project: Lightweight CNN for Acoustic Scene Classification
|Machine Learning Engineer / Researcher
Chennai, Tamil Nadu, India
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Summary
Led the development of a lightweight Convolutional Neural Network (CNN) for acoustic scene classification, optimizing model performance and efficiency.
Highlights
Developed a low-complexity CNN utilizing MFCC features to accurately classify over 10,000 audio samples across diverse acoustic environments.
Achieved a 40% reduction in model complexity and a 30% improvement in accuracy compared to baseline models through innovative architectural design.
Implemented robust data preprocessing pipelines and augmented training data, significantly enhancing model generalization and performance.
Academic Project: Acoustic Scene Classification for Edge Deployment
|Machine Learning Engineer / Edge AI Developer
Chennai, Tamil Nadu, India
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Summary
Optimized and deployed acoustic scene classification models for real-time inference on edge devices, ensuring high accuracy and efficiency.
Highlights
Converted trained CNN models to TensorFlow Lite, resulting in a 50% reduction in inference time on edge devices for real-time processing.
Maintained model accuracy within 2% of original performance while successfully enabling real-time, resource-constrained deployment.
Engineered reproducible experiment pipelines to systematically track model performance, hyperparameter tuning, and deployment readiness.
Education
Sri Chaitanya Junior College
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Intermediate
Intermediate
Grade: CGPA: 9.1/10
Gitams High School
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SSC
Secondary School Certificate (SSC)
Grade: CGPA: 8.3/10
Languages
English
Telugu
Tamil
Certificates
MATLAB / Simulink Basics and Signal Processing Concepts
Issued By
MathWorks
Python for Data Science
Introduction to Internet of Things (IoT)
Skills
Programming Languages
Python, HTML, SQL.
Machine Learning / AI
TensorFlow, Keras, Scikit-learn, CNNs, Transfer Learning, Model Optimization.
Data Science
Pandas, NumPy, Feature Engineering, Data Visualization, Model Evaluation.
Tools & Deployment
TensorFlow Lite, Experiment Tracking Pipelines, Git, Jupyter Notebooks, Edge Deployment.
Professional Skills
Effective Communication, Analytical Thinking, Problem-Solving, Team Collaboration, Time Management.