Shubham Laddha
ML/AI Accelerator Compiler Development | TVM | Senior Staff Engineer | Marvell Technology
- Role
- Senior Staff Engineer at Marvell Technology
- Location
- Bengaluru, KA, IN
- LinkedIn followers
- 500 followers
About Shubham Laddha
ML/AI Accelerator Compiler Engineer | 8+ Years Experience Strategic technical leader specializing in Apache TVM and high-performance deployment of deep learning models on custom silicon. Proven track record at Marvell Technology driving end-to-end compiler optimizations—from graph-level IR transformations to backend code generation for production accelerators.Expert in deploying complex ML/DL workloads on custom accelerators, delivering up to 3× performance improvements on critical operators such as Conv2D and GEMM through intrinsic authoring, low-level scheduling, and architecture-aware optimizations.Strong experience in bridging software and hardware by engineering efficient memory layouts, operator fusion strategies, and data-type quantization pipelines (INT8 / FP16) to achieve scalable, high-throughput inference.
Experience
Senior Staff Engineer
May 2025 — Present · Bengaluru, IN
Developed and optimized custom TVM compiler passes, including operator fusion and quantization, to accelerate ML models on hardware accelerators.Implemented low-level memory and computation optimizations to reduce usage and maximize throughput.Engineered graph optimizations and high-performance kernels for optimal efficiency.
Education
Malaviya National Institute of Technology Jaipur
Bachelor’s Degree, Electronics and Communications Engineering
2014 — 2018
Skills
- Iot
- Strategic Planning
- Html
- Php
- Data Structures
- Css
- Management
- Verilog
- Public Speaking
- Javascript
- Bash
- Java
- Arduino
- Linux
- C
- Microsoft Office
- Leadership
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