Dhanalaxmi Brammadevan

• Analyzed large-scale network data to troubleshoot WiFi performance issues in HM retail stores.
• Utilized Google Cloud Platform services for scalable data processing and performance metric visualization.
• Developed an end-to-end machine learning pipeline with Vertex AI, enabling automated predictions.
• Implemented advanced time series models to forecast system behavior and detect anomalies.
• Leveraged Vertex AI Model Monitoring to identify data drift and trigger model retraining workflows.
• Designed generative systems for business content extraction, focusing on keyword extraction and semantic understanding.
• Built interactive dashboards to present predictive insights and actionable recommendations to stakeholders.
• Received Technical Appreciation Award for delivering a highly automated ML solution that enhanced operational efficiency.

Explored architecture, training methods, and applications of Generative Adversarial Networks (GANs).
Acquired deep learning and generative modeling expertise through practical implementation using Python.

Designed and implemented image-based systems for monitoring child attendance and growth at Anganwadi centers.

Automated attendance tracking using facial recognition on group photographs with VGG Face and LBPH.

• Mapped children’s heights to WHO height-for-age standards to identify stunting levels.
• Engineered a vision-based height estimation pipeline to infer 3D height from 2D images without calibration.
• Addressed challenges of noisy backgrounds, scene geometry, and lighting variability for accurate measurements.
• Delivered a scalable solution for early childhood development tracking in low-resource settings.
• Utilized OpenCV, Scikit-Learn, Matplotlib, Seaborn, Imutils, and MTCNN for system development.

• Analyze client needs and software requirements, design feasible solutions within time and cost constraints, code and test software, troubleshoot issues, and maintain technical documentation.

• Reviewing current systems.
• Presenting ideas for system improvements.
• Working closely with analysts and developers.
• Producing detailed specifications and writing the programmed codes.