Software Engineer- Modelzoo

NXP Semiconductors; Hyderabad; On-site; INR 1,200,000 - 2,400,000; Full time

Job summary

Kinara Inc. USA is seeking a Software Engineer to contribute to the Modelzoo platform and ML model deployment for Kinara's AI processors. You will design and optimize models, build tooling for conversion and quantization, and work with hardware teams to ensure end-to-end performance.

The role requires hands-on experience with Python and ML frameworks, plus strong problem-solving skills. You will document processes and participate in code reviews to maintain code quality.

Qualifications

• Bachelor's or Master's degree in Computer Science, Electrical Engineering, or a related field.
• 2+ years of experience in software development with a strong focus on machine learning or deep learning.
• Proficiency in Python and experience with ML frameworks such as TensorFlow, PyTorch, or JAX.

Responsibilities

• Design, implement, and optimize machine learning models for various applications, focusing on efficiency and performance on Kinara's AI processors.
• Develop and maintain the Modelzoo framework, including tools for model conversion, quantization, and deployment.
• Collaborate with hardware and software teams to ensure seamless integration of models and achieve optimal end-to-end system performance.
• Conduct performance profiling and analysis of models, identifying bottlenecks and implementing solutions for improvement.
• Research and evaluate new machine learning algorithms and techniques to enhance model accuracy and efficiency.
• Create and maintain comprehensive documentation for models, tools, and processes within the Modelzoo.
• Participate in code reviews and contribute to the overall quality and maintainability of the codebase.
• Stay up-to-date with the latest advancements in machine learning, deep learning, and AI hardware.

Skills

Python

Machine Learning

Deep Learning

Quantization

Model Optimization

Troubleshooting

Education

Bachelor's or Master's in CS/EE or related field

Tools

TensorFlow

PyTorch

JAX

Git

Profiling Tools

Job description

Software Engineer - Modelzoo Company: Kinara Inc. USA

Job Summary

We are seeking a talented and innovative Software Engineer to join our Modelzoo team. In this role, you will be instrumental in the development, optimization, and deployment of machine learning models for Kinara's cutting-edge AI inference solutions. Your work will directly impact the performance and capabilities of our hardware and software products.

Job Responsibilities

• Design, implement, and optimize machine learning models for various applications, focusing on efficiency and performance on Kinara's AI processors.


• Develop and maintain the Modelzoo framework, including tools for model conversion, quantization, and deployment.


• Collaborate with hardware and software teams to ensure seamless integration of models and achieve optimal end-to-end system performance.


• Conduct performance profiling and analysis of models, identifying bottlenecks and implementing solutions for improvement.


• Research and evaluate new machine learning algorithms and techniques to enhance model accuracy and efficiency.


• Create and maintain comprehensive documentation for models, tools, and processes within the Modelzoo.


• Participate in code reviews and contribute to the overall quality and maintainability of the codebase.


• Stay up-to-date with the latest advancements in machine learning, deep learning, and AI hardware.

Job Qualifications

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


• 2+ years of experience in software development, with a strong focus on machine learning or deep learning.


• Proficiency in Python and experience with machine learning frameworks such as TensorFlow, PyTorch, or JAX.


• Solid understanding of machine learning concepts, including model architectures (e.g., CNNs, Transformers), training methodologies, and evaluation metrics.


• Experience with model optimization techniques such as quantization, pruning, and knowledge distillation.


• Familiarity with embedded systems or AI accelerator architectures is a plus.


• Strong problem-solving skills and the ability to debug complex issues.


• Excellent communication and collaboration skills, with the ability to work effectively in a team environment.


• Experience with version control systems (e.g., Git).

More information about NXP in India... #LI-29f4 NXP Semiconductors N.V. (NASDAQ: NXPI) enables a smarter, safer, and more sustainable world through innovation. As the world leader in secure connectivity solutions for embedded applications, NXP is pushing boundaries in the automotive, industrial & IoT, mobile, and communication infrastructure markets. For more information, visit www.nxp.com

Bright Minds. Bright Futures. We believe that a key component to growing our business is to develop our people. To enable you to grow your career at NXP, we offer online and offline learning opportunities to help you develop some of your core and professional skills.

Commitment At NXP. We recognize NXP is a powerful change agent as we continue to deliver innovative solutions that advance a more sustainable future. We remain steadfast in our commitment to sustainability and making measurable year-on-year progress.

Also, we aim to create an inclusive work environment and we will not tolerate racism, discrimination or harassment of any kind. We have programs in place focused on diversity, inclusion and equality.