PhD Scientist
2 weeks ago
Job Description
About Haiper:
At Haiper, we are on a mission to redefine the landscape of Perceptual Foundation Models. We are assembling a team of the brightest minds in the machine learning domain, and we invite you to be a part of this transformative journey.
Position Overview:
We are looking for highly skilled and motivated Machine Learning Engineers/Scientists with a specialized focus on GPU acceleration. In this role, you will be responsible for designing, implementing, and optimizing large machine learning models to leverage GPU capabilities for enhanced performance and scalability. Haiper will equip you with the best computational resources to advance our Perceptual Foundation Models learning endeavors.
Key Responsibilities:
Develop and optimize machine learning models to harness the power of GPUs for accelerated training and inference, ensuring efficient utilization of GPU resources
Identify and implement optimization techniques to maximize GPU performance and reduce training time
Collaborate with cross-functional teams to scale machine learning models on GPU clusters or distributed GPU environments for large-scale datasets and complex workloads
Conduct benchmarking and performance testing to assess the impact of GPU optimizations and ensure model reliability and accuracy
Maintain detailed documentation of GPU-related implementations, optimizations, and best practices
Collaborate closely with the team in order to trace and deploy the models into production environments
Stay informed about advancements in GPU technology and machine learning frameworks to propose and implement innovative solutions
Requirements:
PhD or Master's in Computer Science, Machine Learning, or a related field
Proven experience as a Machine Learning Engineer with a strong emphasis on GPU acceleration.
Proficiency in DL frameworks (e.g., PyTorch) and distributed training framework (e.g. Deepspeed)
Experience in optimizing deep learning models for GPU acceleration.
In-depth knowledge of GPU architectures and CUDA programming.
Strong programming skills in like Python and C/C++.
Familiarity with GPU cluster environments and GPU cloud services.
Excellent problem-solving, communication and analytical abilities.
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