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Company Name
Tier IV, Inc.
Job Type
1022_Senior Machine Learning Engineer, (Autonomous Driving End-to-End Model)
Work Detail
We are seeking a Machine Learning expert for end-to-end autonomous driving technology development. [Background] Tier IV develops and operates Autoware, open-source autonomous driving software, and provides a wide range of applications, solutions, and services related to autonomous driving. The End-to-End Machine Learning Engineer position will be responsible for the design, implementation, training, and evaluation of machine learning models for autonomous driving 2.0. Rapid prototyping skills and familiarity with the latest machine learning research are required. Furthermore, given the limited computing resources of in-vehicle ECUs, the goal is to develop machine learning models that achieve high performance while adhering to time constraints. [Job Description] - Development of high-performance and robust end-to-end machine learning models for autonomous vehicles - Surveying the latest research papers, reproducing implementations, and benchmarking - Training, optimizing, and implementing machine learning models on in-vehicle ECUs - Data management (collection, selection, preprocessing), data quality improvement, and data pipeline construction for large-scale datasets - Design and operation of learning platforms (MLOps, distributed learning, evaluation platforms) for end-to-end model training - Contribution of autonomous driving technology to OSS - Establishing an open-source community for end-to-end machine learning models and collaborating with various communities and companies [Challenges and Rewards] Towards the realization of an autonomous driving society, we will develop high-performance and robust end-to-end machine learning models. Furthermore, we will open-source end-to-end machine learning models and establish an open-source community for end-to-end machine learning models at the Autoware Foundation. [Reference Information] - Tier IV collaborates with Professor Yutaka Matsuo (University of Tokyo)'s research organization to accelerate research on autonomous driving AI https://prtimes.jp/main/html/rd/p/000000022.000040119.html - After ChatGPT comes the "world model": University of Tokyo's Professor Matsuo predicts the potential of autonomous driving AI https://xtech.nikkei.com/atcl/nxt/column/18/02252/052500022/ [Duties to be performed] - Immediately after hiring: Duties as described in this job posting - Scope of changes: In addition to the above, duties specified by the company
Ideal Profile
Required Skills 1: Experience in all of the following areas of autonomous driving recognition technology: - Experience with machine learning - Experience deploying machine learning models, including MLOps, as a product 2: Proficiency in the following technologies: - Python, PyTorch 3: Japanese communication skills 4: Team management experience Preferred Skills - Experience winning contests such as Kaggle - Development experience in the autonomous driving/robotics field - Experience in recognition technology development at an automotive-related company - Contribution to open-source software (OSS) Desired Candidate Profile - Ability to make responsible decisions backed by technical knowledge and experience - Aims to improve not only individual productivity but also overall productivity - Aims to achieve accurate and rapid implementation and evaluation using high technical skills - A voracious appetite for continuously learning new technologies
Work Location
(Immediately after hiring / Initial Assignment) Jakom Building, 1-12-10 Kitashinagawa, Shinagawa-ku, Tokyo; Izumi Kitashinagawa Building, 1-19-4 Kitashinagawa, Shinagawa-ku, Tokyo; and Employee’s home (Scope of Changes / Potential Changes) Any location designated by the company (including remote work locations) Measures to prevent passive smoking at the workplace: Completely smoke-free environment at the workplace.
Phd. Stating Salary
Estimated Monthly Salary: ¥666,667 - ¥1,375,000 Base Monthly Salary: ¥492,667 - ¥1,017,000 (excluding fixed overtime pay) Fixed Overtime Pay: ¥174,000 - ¥358,000 will be paid as overtime allowance for 45 hours, regardless of whether overtime is performed. Additional premium wages will be paid for overtime exceeding 45 hours, as well as for holiday work and late-night work.