Arm
Job Overview
The mission of the Central Technology ML (CTML) team is to pioneer and implement the technology roadmap that paves the way for the future of machine learning computing on Arm architecture. We believe that innovative ML technology necessitates joint development across hardware, software, and ML algorithms. We will collaborate on what is the best way to balance among all these constrains? As a member of the CTML Content and Algorithm team, the candidate will play a key role within the Center of Excellence for Machine Learning. They will actively contribute to this joint development initiative, conducting in-depth analyses of complex neural networks on ARM's computing platforms and devising algorithms that will elevate us to the forefront of the future. Responsibilities
Develop an in-depth understanding of current and future ML workloads on ARM compute platforms with a focus on their PPA (performance, power, and area). Architecture exploration requires joint development of hardware, software, and algorithms. This role serves as the ML Algorithm expert within the exploration process, including algorithm innovation and prototyping to drive and validate architectural features. Develop hardware-aware optimization algorithms that can enable state-of-the-art networks on Arm platforms including CPU/GPU/NPUs. Required Skills and Experience
3+ years working in an ML Algorithm Development and/or Optimization environment A Master or PhD degree in Computer Engineering, Electrical Engineering, Computer Science or other related technical fields Proficient in computer architecture, basic knowledge of HW and SW design Developing and working with large software systems in programming languages like Python Knowledge of innovative deep learning libraries such as TensorFlow and PyTorch Training large deep learning models on powerful GPU-based systems Nice To Have Skills and Experience
ML Model Optimization techniques targeted for resource-constrained ARM edge compute platforms In Return
With a history that spans more than 30 years of innovation and discovery, Arm has become a global computing platform. You will have meaningfully contributed to pushing the thresholds of ML performance across the industry. At Arm, we want our people to Do Great Things. If you need support or an accommodation to Be Your Brilliant Self during the recruitment process, please email accommodations@arm.com. To note, by sending us the requested information, you consent to its use by Arm to arrange for appropriate accommodations. All accommodation requests will be treated with confidentiality, and information concerning these requests will only be disclosed as necessary to provide the accommodation. Although this is not an exhaustive list, examples of support include breaks between interviews, having documents read aloud, or office accessibility. Please email us about anything we can do to accommodate you during the recruitment process. Arm is an equal opportunity employer, committed to providing an environment of mutual respect, where equal opportunities are available to all applicants and colleagues. Arm prohibits discrimination or harassment of any kind based on race/ethnicity, religion, national origin, age, sex, sexual orientation, gender identity and expression, disability, neuro-diversity, pregnancy, medical condition, marital status, citizenship status, military/veteran status, as well as those characteristics protected by applicable laws, regulations and ordinances. Salary Range:
$241,100-$326,100 per year Accommodations
At Arm, we want to build extraordinary teams. If you need an adjustment or an accommodation during the recruitment process, please email accommodations@arm.com. All accommodation or adjustment requests will be treated with confidentiality, and information concerning these requests will only be disclosed as necessary to provide the accommodation. Hybrid Working at Arm
Arm’s approach to hybrid working is designed to create a working environment that supports both high performance and personal wellbeing. We believe in bringing people together face to face to enable us to work at pace, whilst recognizing the value of flexibility. Within that framework, we empower groups/teams to determine their own hybrid working patterns, depending on the work and the team’s needs. Details of what this means for each role will be shared upon application. In some cases, the flexibility we can offer is limited by local legal, regulatory, tax, or other considerations, and where this is the case, we will collaborate with you to find the best solution. Please talk to us to find out more about what this could look like for you. Equal Opportunities at Arm
Arm is an equal opportunity employer, committed to providing an environment of mutual respect where equal opportunities are available to all applicants and colleagues. We are a diverse organization of dedicated and innovative individuals, and don’t discriminate on the basis of race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran. Seniority level
Mid-Senior level Employment type
Full-time Job function
Engineering and Information Technology Industries: Semiconductor Manufacturing, Software Development, and Computer Hardware Manufacturing Referrals increase your chances of interviewing at Arm by 2x
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The mission of the Central Technology ML (CTML) team is to pioneer and implement the technology roadmap that paves the way for the future of machine learning computing on Arm architecture. We believe that innovative ML technology necessitates joint development across hardware, software, and ML algorithms. We will collaborate on what is the best way to balance among all these constrains? As a member of the CTML Content and Algorithm team, the candidate will play a key role within the Center of Excellence for Machine Learning. They will actively contribute to this joint development initiative, conducting in-depth analyses of complex neural networks on ARM's computing platforms and devising algorithms that will elevate us to the forefront of the future. Responsibilities
Develop an in-depth understanding of current and future ML workloads on ARM compute platforms with a focus on their PPA (performance, power, and area). Architecture exploration requires joint development of hardware, software, and algorithms. This role serves as the ML Algorithm expert within the exploration process, including algorithm innovation and prototyping to drive and validate architectural features. Develop hardware-aware optimization algorithms that can enable state-of-the-art networks on Arm platforms including CPU/GPU/NPUs. Required Skills and Experience
3+ years working in an ML Algorithm Development and/or Optimization environment A Master or PhD degree in Computer Engineering, Electrical Engineering, Computer Science or other related technical fields Proficient in computer architecture, basic knowledge of HW and SW design Developing and working with large software systems in programming languages like Python Knowledge of innovative deep learning libraries such as TensorFlow and PyTorch Training large deep learning models on powerful GPU-based systems Nice To Have Skills and Experience
ML Model Optimization techniques targeted for resource-constrained ARM edge compute platforms In Return
With a history that spans more than 30 years of innovation and discovery, Arm has become a global computing platform. You will have meaningfully contributed to pushing the thresholds of ML performance across the industry. At Arm, we want our people to Do Great Things. If you need support or an accommodation to Be Your Brilliant Self during the recruitment process, please email accommodations@arm.com. To note, by sending us the requested information, you consent to its use by Arm to arrange for appropriate accommodations. All accommodation requests will be treated with confidentiality, and information concerning these requests will only be disclosed as necessary to provide the accommodation. Although this is not an exhaustive list, examples of support include breaks between interviews, having documents read aloud, or office accessibility. Please email us about anything we can do to accommodate you during the recruitment process. Arm is an equal opportunity employer, committed to providing an environment of mutual respect, where equal opportunities are available to all applicants and colleagues. Arm prohibits discrimination or harassment of any kind based on race/ethnicity, religion, national origin, age, sex, sexual orientation, gender identity and expression, disability, neuro-diversity, pregnancy, medical condition, marital status, citizenship status, military/veteran status, as well as those characteristics protected by applicable laws, regulations and ordinances. Salary Range:
$241,100-$326,100 per year Accommodations
At Arm, we want to build extraordinary teams. If you need an adjustment or an accommodation during the recruitment process, please email accommodations@arm.com. All accommodation or adjustment requests will be treated with confidentiality, and information concerning these requests will only be disclosed as necessary to provide the accommodation. Hybrid Working at Arm
Arm’s approach to hybrid working is designed to create a working environment that supports both high performance and personal wellbeing. We believe in bringing people together face to face to enable us to work at pace, whilst recognizing the value of flexibility. Within that framework, we empower groups/teams to determine their own hybrid working patterns, depending on the work and the team’s needs. Details of what this means for each role will be shared upon application. In some cases, the flexibility we can offer is limited by local legal, regulatory, tax, or other considerations, and where this is the case, we will collaborate with you to find the best solution. Please talk to us to find out more about what this could look like for you. Equal Opportunities at Arm
Arm is an equal opportunity employer, committed to providing an environment of mutual respect where equal opportunities are available to all applicants and colleagues. We are a diverse organization of dedicated and innovative individuals, and don’t discriminate on the basis of race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran. Seniority level
Mid-Senior level Employment type
Full-time Job function
Engineering and Information Technology Industries: Semiconductor Manufacturing, Software Development, and Computer Hardware Manufacturing Referrals increase your chances of interviewing at Arm by 2x
#J-18808-Ljbffr