Edge ML Software Engineer (Model Optimization-PICO) - San Jose

Edge ML Software Engineer (Model Optimization-PICO) - San Jose

San Jose

Technology

Regular

A143350B

Responsibilities

As a world-renowned VR/AR brand with independent innovation and R&D capabilities, PICO has been at the forefront of the consumer electronic market. We have teams in Europe, Japan and South Korea. Now we are looking for experts in image pipeline to join us to build our AR/VR imaging team. Responsibilities:

• Convert and compile ML models for execution on edge NPUs, and apply quantization mechanisms.
• Profile and analyze model performance and power consumption on simulators, emulators, and silicon platforms.
• Identify bottlenecks related to compute, memory bandwidth, data movement, and scheduling.
• Apply hardware-aware optimization strategies, such as quantization, compression and operator fusion, to meet latency, memory and power targets.
• Work closely with algorithm, compiler, firmware and hardware teams to debug functional and performance issues.

Qualifications

Minimum Qualifications:

• Master's degree in Computer Science, Electrical Engineering, Computer Engineering, or a related field, or equivalent practical experience.
• 3+ years of industry experience in machine learning software engineering, model deployment, or ML systems for production environments.
• Strong understanding of deep learning architectures, including CNNs and Transformers.
• Knowledge of ML accelerators' architectures, operator fusion, memory hierarchies, and data movements.
• Practical experience with popular ML frameworks, like PyTorch / TensorFlow.
• Proficiency in Python and C/C++

Preferred Qualifications:

• 5+ years of industry experience in machine learning software engineering, model deployment, or ML systems for production environments.
• Understanding of model inference constraints on edge devices, including latency, power, and accuracy trade-offs and optimization techniques.
• Understanding of quantization techniques, such as PTQ and QAT.

Job Information:

For Pay TransparencyCompensation Description (Annually): The base salary range for this position in the selected city is $212800 - $450000 annually. Compensation may vary outside of this range depending on a number of factors, including a candidate's qualifications, skills, competencies and experience, and location. Base pay is one part of the Total Package that is provided to compensate and recognize employees for their work, and this role may be eligible for additional discretionary bonuses/incentives, and restricted stock units. Benefits may vary depending on the nature of employment and the country work location. Employees have day one access to medical, dental, and vision insurance, a 401(k) savings plan with company match, paid parental leave, short-term and long-term disability coverage, life insurance, wellbeing benefits, among others. Employees also receive 10 paid holidays per year, 10 paid sick days per year and 17 days of Paid Personal Time (prorated upon hire with increasing accruals by tenure). The Company reserves the right to modify or change these benefits programs at any time, with or without notice. For Los Angeles County (unincorporated) Candidates: Qualified applicants with arrest or conviction records will be considered for employment in accordance with all federal, state, and local laws including the Los Angeles County Fair Chance Ordinance for Employers and the California Fair Chance Act.

About Pico:

Founded in April 2015, Pico is a VR company committed to developing immersive and interactive VR experiences for people around the world. Pico also provides tailor-made solutions for our enterprise clients in the fields of education and healthcare.

Why Join ByteDance:

Inspiring creativity is at the core of ByteDance's mission. Our innovative products are built to help people authentically express themselves, discover and connect and our global, diverse teams make that possible. Together, we create value for our communities, inspire creativity and enrich life - a mission we work towards every day. As ByteDancers, we strive to do great things with great people. We lead with curiosity, humility, and a desire to make impact in a rapidly growing tech company. By constantly iterating and fostering an "Always Day 1" mindset, we achieve meaningful breakthroughs for ourselves, our Company, and our users. When we create and grow together, the possibilities are limitless. Join us.

Diversity & Inclusion:

ByteDance is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At ByteDance, our mission is to inspire creativity and enrich life. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.

Reasonable Accommodation:

ByteDance is committed to providing reasonable accommodations in our recruitment processes for candidates with disabilities, pregnancy, sincerely held religious beliefs or other reasons protected by applicable laws. If you need assistance or a reasonable accommodation, please reach out to us at