Shypd.aiThe largest open index of AI toolsefficient-dl-systems provides educational materials for efficient deep learning systems, including course overviews, lectures, and seminars. It covers topics from GPU architecture to advanced inference algorithms, suitable for university-level study.
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efficient-dl-systems is an open-source GitHub repository offering comprehensive educational materials for the Efficient Deep Learning Systems course, taught at HSE University and Yandex School of Data Analysis. The repository includes a detailed syllabus, lecture notes, and seminar materials covering a wide range of topics, from foundational GPU architecture and CUDA API to advanced concepts like distributed training, large model optimization, and inference algorithms. It provides practical insights into performance measurement, mixed-precision training, data-parallel techniques, and deployment of deep learning models. The course content is structured week-by-week, making it an invaluable resource for students and researchers looking to deepen their understanding of efficient deep learning practices.
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