Ruthresh Karthikeyan
Senior Software Engineer at MulticoreWare Inc
Tamil Nadu, India
Summary
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Senior🎓
Top SchoolRuthresh Karthikeyan is a Senior Software Engineer with five years of experience specializing in optimizing and deploying deep learning models for production. At MulticoreWare he designs end-to-end Quantization-Aware Training and Post-Training Quantization pipelines, enabling modular INT8/INT4 deployments across backbones, necks, and heads and exporting to TorchScript, ONNX and OpenVINO with multi-backend support. He also breaks down unsupported ops into optimized sub-operations, validates MLIR/CIRH transformations, and contributes to kernels for AI graph processors and RISC-V platforms—bridging model research and hardware-aware engineering. Earlier work includes lidar visualization and DBSCAN-based segmentation pipelines and integrating PyTorch/TensorFlow workflows on custom processor platforms. Based in Tamil Nadu, he combines strong academic performance in computer science with a practical focus on deployable ML systems and compiler-aware optimizations that few ML engineers pursue end-to-end.
4 years of coding experience
4 years of employment as a software developer
Bachelor of Engineering - BE, Computer Science, 8.99, Bachelor of Engineering - BE, Computer Science, 8.99 at Bannari Amman Institute of Technology
Github Skills (25)
llama10
stable-diffusion10
accelerator10
llm10
metal10
low-level-programming10
resnet10
mistral10
ml9
armv78
cpp5
arm5
computer-vision5
android5
machine-learning5
Programming languages (1)
Github contributions (5)
ruthreshx/Matrix_Multiply_using_Arm_Neon_and_Avx
May 2021 - May 2021
Contributions:43 commits, 40 pushes, 1 branch in 4 days
ObjectDetectADAS/LiDAR_data_visualization
May 2021 - May 2021
Contributions:26 commits, 25 pushes, 1 branch in 1 day
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