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 constraints. 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 supply 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 necessitates the joint development of hardware, software, and algorithms. This role serves as the ML Algorithm experts within the exploration process. This includes algorithm innovation and prototyping to drive and validate architectural features.
- Develop hardware-aware optimization algorithms that can make state-of-the-art networks on Arm platforms, including CPU/GPU/NPUs.
Required Skills and Experience:
- 3+ years working in a ML Algorithm Development and/or Optimization environment
- A PhD or Master’s degree in Computer Engineering, Electrical Engineering, Computer Science, or other related technical fields
- Deep knowledge in machine learning, deep learning, neural network design, and optimization
- 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 cutting-edge deep learning libraries such as TensorFlow and PyTorch
- Training large deep learning models on powerful GPU-based systems
“Nice To Have” Skills and Experience :
- Experience with ML model design, optimization, and HW-SW co-development methodology
- ML Model Optimization techniques targeting PPA (Performance, Power, and Area) of neural networks on ARM compute platforms
- Adaptability to the fast-moving ML industry and willingness to learn new technology in a very dynamic environment
In Return:
At Arm, we are guided by our core beliefs that reflect our rare culture and guide our decisions, defining how we work together to surpass ordinary and shape extraordinary:
We not I
- Take daily responsibility to make the Global Arm community thrive
- No individual is responsible for the right answer. Brilliance is collective!
- Information is crucial, share it
- Realize that we win when we collaborate — and that everyone misses out when we don’t
Passion for progress
- Our differences are our strength. Widen and mix up your network of connections
- Difficult things can take unexpected directions. Stick with it
- Make feedback positive and expansive, not negative and narrow!
- The essence of progress is that it can’t stop. Grow with it and lead your own progress
Be your brilliant self
- Be non-traditional not egocentric
- Recognize the power in saying ‘I don’t know’
Salary Range:
$191,100-$258,500 per yearWe value people as individuals and our dedication is to reward people competitively and equitably for the work they do and the skills and experience they bring to Arm. Salary is only one component of Arm's offering. The total reward package will be shared with candidates during the recruitment and selection process.
Accommodations at Arm
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. To note, by sending us the requested information, you consent to its use by Arm to arrange for appropriate accommodations. 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. 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.
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.