Deep Learning Compiler Engineer for Ryzen AI NPU
3 months ago
WHAT YOU DO AT AMD CHANGES EVERYTHING
We care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences - the building blocks for the data center, artificial intelligence, PCs, gaming and embedded. Underpinning our mission is the AMD culture. We push the limits of innovation to solve the world's most important challenges. We strive for execution excellence while being direct, humble, collaborative, and inclusive of diverse perspectives.
AMD together we advance_
THE ROLE:
We are looking for a talented Machine Learning (ML) Compiler SW Engineer to join our growing team in the AI group and play a crucial role in developing SW toolset to deploy cutting-edge ML models on AMD's XDNA Neural Processing Units (NPU). You will be responsible for designing, implementing, and optimizing compilers, that translate Gen-AI ML inference models like SDXL-Turbo, Llama2, Mistral, etc. into low-level code for specialized hardware architectures. Your work will directly impact the efficiency, scalability, and reliability of our ML applications.
THE PERSON:
If you thrive in a fast-paced environment and love working on cutting edge machine learning inference, this role is for you.
RESPONSIBILITIES:
- Design and develop novel algorithms for tiling and mapping quantized ML workloads on Ryzen AI NPU.
- Analyze and transform intermediate representations of ML models (computational graphs) for efficient execution.
- Collaborate with architects and runtime software engineers to understand performance requirements of different operators and translate them into effective compiler strategies.
- Collaborate with kernel developers to understand kernel tiling requirements and strategize the dataflow and L1/L2 buffer allocation schemes.
- Develop back-end optimization passes to convert high-level representation into driver calls.
- Implement compiler optimizations for performance, resource usage, and compute efficiency.
- Develop and maintain unit tests and integration tests for the compiler to support different generations of NPU architecture.
- Enable detailed profiling and debugging tools for analyzing performance bottlenecks and deadlocks in dataflow schemes.
- Stay up-to-date on the latest advancements in ML compiler technology and hardware architectures.
PREFERRED EXPERIENCES :
- Strong understanding of the dataflow scheduling and memory hierarchy in a multi-core processor architecture.
- Knowledge of compiler design principles (front-end, middle-end, back-end).
- Experience with machine learning frameworks (e.g., TensorFlow, PyTorch).
- Experience working with ML compilers (e.g., MLIR, TVM).
- Experience with ML models such as CNN, LSTM, LLMs, Diffusion is a must.
- Excellent programming skills in Python, C++, or similar languages.
- Experience with machine learning hardware architectures (e.g., GPUs, TPUs, VLIW) is a plus.
- A passion for innovation and a strong desire to push the boundaries of machine learning performance.
ACADEMIC CREDENTIALS:
- Master's degree or PhD. in Computer Science, Engineering, or a related field (or Bachelor's degree with significant experience).
LOCATION :
San Jose, Ca
#LI-RF1
#LI-HYBRID
At AMD, your base pay is one part of your total rewards package. Your base pay will depend on where your skills, qualifications, experience, and location fit into the hiring range for the position. You may be eligible for incentives based upon your role such as either an annual bonus or sales incentive. Many AMD employees have the opportunity to own shares of AMD stock, as well as a discount when purchasing AMD stock if voluntarily participating in AMD's Employee Stock Purchase Plan. You'll also be eligible for competitive benefits described in more detail here.
AMD does not accept unsolicited resumes from headhunters, recruitment agencies, or fee-based recruitment services. AMD and its subsidiaries are equal opportunity, inclusive employers and will consider all applicants without regard to age, ancestry, color, marital status, medical condition, mental or physical disability, national origin, race, religion, political and/or third-party affiliation, sex, pregnancy, sexual orientation, gender identity, military or veteran status, or any other characteristic protected by law. We encourage applications from all qualified candidates and will accommodate applicants' needs under the respective laws throughout all stages of the recruitment and selection process.
-
Sr. Staff Software Development Engineer
2 days ago
San Jose, United States Advanced Micro Devices , Inc. Full timeWHAT YOU DO AT AMD CHANGES EVERYTHING We care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences - the building blocks for the data center, artificial intelligence, PCs, gaming and embedded. Underpinning our...
-
Sr. Staff Software Development Engineer
3 days ago
San Jose, United States Advanced Micro Devices , Inc. Full timeOverview: WHAT YOU DO AT AMD CHANGES EVERYTHING We care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences the building blocks for the data center, artificial intelligence, PCs, gaming and embedded....
-
San Jose, United States Advanced Micro Devices , Inc. Full timeOverview: WHAT YOU DO AT AMD CHANGES EVERYTHING We care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences the building blocks for the data center, artificial intelligence, PCs, gaming and embedded....
-
San Jose, United States Advanced Micro Devices , Inc. Full timeOverview: WHAT YOU DO AT AMD CHANGES EVERYTHING We care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences the building blocks for the data center, artificial intelligence, PCs, gaming and embedded....
-
AI and Deep Learning Engineer
6 months ago
San Diego, United States Kneron Full timeAI and Deep Learning Engineer Job description -Implementing novel deep neural network architectures and learning techniques to solve a variety of computer vision and audio related tasks and push the state of the art in performance. Research and develop audio applications including speech recognition, voice recognition, voice wakeup using state of art deep...
-
Staff AI Engine Compiler Software Engineer
7 days ago
San Jose, United States Advanced Micro Devices , Inc. Full timeOverview: WHAT YOU DO AT AMD CHANGES EVERYTHING We care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences the building blocks for the data center, artificial intelligence, PCs, gaming and embedded....
-
Staff AI Engine Compiler Software Engineer
1 week ago
San Jose, United States Advanced Micro Devices , Inc. Full timeOverview: WHAT YOU DO AT AMD CHANGES EVERYTHING We care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences the building blocks for the data center, artificial intelligence, PCs, gaming and embedded....
-
Machine Learning Compiler Engineer
1 week ago
San Jose, California, United States Advanced Micro Devices , Inc. Full timeAbout UsAt Advanced Micro Devices, Inc., we're revolutionizing the world of technology with our cutting-edge products. Our mission is to accelerate next-generation computing experiences, and we're looking for talented individuals to join our team.Job DescriptionWe're seeking an experienced Machine Learning Compiler Engineer to develop a high-performance...
-
Linux NPU Driver Developer
5 months ago
San Jose, United States Axiado Full timeCompany Description Axiado is an AI-enhanced security processor company redefining the control and management of every digital system. The company was founded in 2017, and currently has 100+ employees. At Axiado, developing great technology takes more than talent: it takes amazing people who understand collaboration, respect each other, and go the extra mile...
-
Principal AI/ML Software Architect
4 weeks ago
San Jose, United States Advanced Micro Devices, Inc. Full timeWHAT YOU DO AT AMD CHANGES EVERYTHINGWe care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences - the building blocks for the data center, artificial intelligence, PCs, gaming and embedded. Underpinning our...
-
High Performance Optimization Engineer
4 days ago
San Francisco, California, United States Liquid AI Full timeWe are seeking a highly skilled engineer at Liquid AI to optimize inference stacks tailored to diverse hardware platforms. This role is ideal for an expert with extensive experience in CUDA, C++, and Triton, as well as a deep understanding of GPU, CPU, and NPU architectures.Key ResponsibilitiesDesign and optimize inference stacks for GPUs, CPUs, and...
-
San Jose, California, United States Cisco Full timeCybersecurity AI EngineerEstimated Salary: $140,000 - $180,000 per year.About UsCisco Security is a global leader in delivering AI-powered security solutions for businesses. Our mission is to simplify security with zero compromise using AI and Machine Learning.Job SummaryWe are seeking an experienced Cybersecurity AI Engineer to join our team. As a key...
-
Lead Deep Learning Engineer
3 days ago
San Francisco, United States Unreal Gigs Full timeCompany Overview: Welcome to the forefront of deep learning innovation! Our company is dedicated to pushing the boundaries of artificial intelligence through cutting-edge deep learning techniques. We're committed to developing innovative solutions that revolutionize industries and drive impactful change. Join us and be part of a dynamic team shaping the...
-
San Diego, California, United States Qualcomm Full timeJob Summary: We are seeking a highly skilled Senior Engineer to join our Qualcomm IoT Systems team. As a key member of our team, you will be responsible for evaluating, developing, and optimizing cutting-edge machine learning and deep learning algorithms, as well as IoT Gen AI and Vision AI enabled use case designs.Responsibilities:Develop embedded system...
-
Machine Learning Compiler Engineer
3 weeks ago
San Francisco, United States Gensyn Full timeMachine intelligence will soon take over humanity’s role in knowledge-keeping and creation. What started in the mid-1990s as the gradual off-loading of knowledge and decision making to search engines will be rapidly replaced by vast neural networks - with all knowledge compressed into their artificial neurons. Unlike organic life, machine intelligence,...
-
Lead Deep Learning Engineer
3 days ago
San Francisco, United States ZipRecruiter Full timeJob Description Company Overview: Welcome to the forefront of deep learning innovation! Our company is dedicated to pushing the boundaries of artificial intelligence through cutting-edge deep learning techniques. We're committed to developing innovative solutions that revolutionize industries and drive impactful change. Join us and be part of a dynamic team...
-
Director AI Silicon Design Engineering
4 weeks ago
San Jose, United States Advanced Micro Devices, Inc. Full timeWHAT YOU DO AT AMD CHANGES EVERYTHINGWe care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences - the building blocks for the data center, artificial intelligence, PCs, gaming and embedded. Underpinning our...
-
Director AI Silicon Design Engineering
4 days ago
San Jose, United States Advanced Micro Devices, Inc. Full timeWHAT YOU DO AT AMD CHANGES EVERYTHINGWe care deeply about transforming lives with AMD technology to enrich our industry, our communities, and the world. Our mission is to build great products that accelerate next-generation computing experiences - the building blocks for the data center, artificial intelligence, PCs, gaming and embedded. Underpinning our...
-
Senior AI and Deep Learning Architect
6 months ago
San Diego, United States Kneron Full timeSenior AI and Deep Learning Architect – Model Compression and Quantization Job description Research and develop state-of-the-art model compression techniques including QAT, model distillation, pruning, quantization, model binarization, and others for deep learning models. Implementing novel deep neural network architectures and developing advanced...
-
San Francisco, United States Scale AI, Inc. Full timeScale's Generative AI Data Engine powers the most advanced LLMs and generative models in the world through RLHF/RLAIF, data generation, model evaluation, safety, and alignment.As the Manager of the Generative AI Applied ML team, you will lead a talented team of research engineers and ML engineers focused on delivering scalable, production-ready solutions to...
