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описание
The team builds computers designed specifically for AI, combining computer architecture, ASIC design, advanced systems, neural network compilers, neural networks, LLMs, and CNNs to develop next-generation computing.
задачи
Design, implement, and iterate on neural network architectures using PyTorch for optimal performance across diverse tasks;
Train, validate, and fine-tune machine learning models using relevant datasets to ensure high accuracy and robustness;
Investigate and troubleshoot model performance issues, iterating on models and techniques to improve results;
Analyze how models map onto Tenstorrent devices through compilation steps and kernels;
Identify functionality and performance gaps and propose innovative solutions;
Collaborate with cross-functional teams working on compilers, neural networks, LLMs, and CNNs;
Deploy neural networks for various applications, ensuring scalability and reliability.
требования
5+ Years of experience in machine learning and AI engineering;
At least 1 year of relevant leadership experience;
Proficiency in Python and hands-on experience with PyTorch for developing and training deep learning models;
Expertise in designing, training, and deploying neural networks for various applications;
Understanding of machine learning fundamentals, including supervised and unsupervised learning techniques;
Experience investigating and troubleshooting model performance issues;
Ability to map models onto specialized AI hardware through compilation steps and kernels;
Strong English communication skills at B2 level or higher;
Nice to have: Experience with C++ and kernel programming, knowledge of GPU/AI-accelerator architectures.