Machine Learning Software Engineer

1 week ago

Hyderabad, Telangana, India Stealth Mode Startup - AI Product Based Company Full time

Job Summary :

We are seeking a highly experienced and skilled Machine Learning Software Engineer with 8-10 years of experience to join our team. The ideal candidate will be a deep learning expert with a strong background in optimizing and deploying machine learning models on specialized hardware, particularly ML accelerators.

This role is critical for bridging the gap between theoretical model development and practical, high-performance inference on target platforms. A key focus of this position will be on model quantization and other optimization techniques to maximize efficiency and performance.

Key Responsibilities :

- Model Porting & Deployment : Port and deploy complex deep learning models from various frameworks (e.g., PyTorch, TensorFlow) to proprietary or commercial ML accelerator hardware platforms (e.g., TPUs, NPUs, GPUs).

- Performance Optimization : Analyze and optimize the performance of ML models for target hardware, focusing on latency, throughput, and power consumption.

- Quantization : Lead the efforts in model quantization (e.g., INT8, FP16) to reduce model size and accelerate inference while preserving model accuracy.

- Profiling & Debugging : Utilize profiling tools to identify performance bottlenecks and debug issues in the ML inference pipeline on the accelerator

- Collaboration : Work closely with the ML research, hardware, & software teams to understand model requirements and hardware capabilities, providing feedback to improve both.

- Tooling & Automation : Develop and maintain tools and scripts to automate the model porting, quantization, and performance testing workflows

- Research & Innovation : Stay current with the latest trends and research in ML hardware, model compression, and optimization techniques.

Experience :

- 8-10 years of professional experience in machine learning engineering, with a focus on model deployment and optimization.

Technical Skills :

- Deep expertise in deep learning frameworks such as PyTorch and TensorFlow.

- Proven experience in optimizing models for inference on GPUs, NPUs, TPUs, or other specialized accelerators

- Extensive hands-on experience with model quantization (e.g., Post-Training Quantization, Quantization-Aware Training).

- Strong proficiency in C++ and Python, with experience writing highperformance, low-level code

- Experience with GPU programming models like CUDA/cuDNN

- Familiarity with ML inference engines and runtimes (e.g., TensorRT, OpenVINO, TensorFlow Lite).

- Strong understanding of computer architecture principles, including memory hierarchies, SIMD/vectorization, and cache optimization

- Version Control : Proficient with Git and collaborative development workflows

- Education : Bachelor's or Master's degree in Computer Science, Electrical Engineering, or a related field.

Preferred Qualifications :

- Experience with hardware-aware model design and co-design.

- Knowledge of compiler technologies for deep learning.

- Contributions to open-source ML optimization projects.

- Experience with real-time or embedded systems.

- Knowledge of cloud platforms (AWS, GCP, Azure) and MLOps best practices.

- Familiarity with CI/CD pipelines and automated testing for ML models

- Domain knowledge in areas like computer vision, natural language processing, or speech recognition.

(ref:hirist.tech)

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