Manickavela A Email & Phone Number

Chennai, Tn, In

Chennai, Tamil Nadu, India

Optimizing streaming ASR production systems.Performance Engineering (GPU)OpenSource : https://github.com/k2-fsa/sherpa-onnxLLM deployment servers and inference enginesDeployment with kubernetesCUDA and Triton experiments for scalability

Chennai, Tamil Nadu, India

Inference Optimizations of LLM and CNN models on AMD CPU's with ZenDNN library backend to OnnxRTImplemented BF16 Op and kernel support to OnnxRT for Transformer based modelsOnnxRT+ZenDNN Windows build support extending the libraries platform support.Profiling and Debugging for CPU Compute utilization and Memory LeaksTools and tech: OneDNN, OpenMP, CUDA & SIMD programming, uProf and onnxrt profiling for kernelsHandled 2 minor projects 1) Research project evolving NAS(Neural Architecture Search) by applying pruners based on evolutionary algorithms.2) POC for building tensor library for ARM

Segmentation of White Matter Hyperintensities from 2D/3D Neuro MRI images.Loading the data, tuning the models for best optimization, calculating the accuracy metrics with batch size.Used Neptune.ai to monitor and compare different model experiments with visualization and metrics.UNet architecture and its variant based on Attention.DICOM and NifTI formats, 3D Slicer, Pytorch, Neptune.ai.

India

Led the Team to Build Recommender System on Node-RedDeployed a predictive model on IBM's Machine Learning Service Built pipeline with Openwhethermap's Api , model,cloudant database , nodered.Won Jury's Choice Award

Integrated Master Of Science, Data Science And Computing

Dessertation : A Study of Model accuracy with Knowledge Distillation techniques with Medical Image Classification Courses: Inferential.

Mathematics And Computer Science

Computer Science , Mathematics , Physics , Chemistry