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I am looking for an expert in GPU computing and Dask who can implement Incremental Singular Value Decomposition (SVD) on multiple GPUs. The primary goal of this project is to handle larger datasets, specifically image data, using distributed streaming SVD. Key Requirements: - Implement Dask_GPU for improved parallel processing - Optimize the system for scalability across multiple GPUs - Ensure the system can handle large image datasets efficiently - Implement efficient memory management for large datasets on GPUs. - Develop robust error handling mechanisms for distributed computations. The ideal candidate for this project would have extensive experience in distributed computing, particularly with Dask and GPU. A deep understanding of SVD and its incremental variant is crucial. Experience working with image data is a plus. Note : Max Budget - 5K Visit [login to view URL] for more clarity on concept. Already done work : Distributed SVD computations is already done in Dask. What required is Distributed streaming SVD . Check the files I have shared , in the jupyter notebook file do check the markdown section "Start from here" to "Ended here". You can run the code on Kaggle.
Project ID: 38835157
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Active 1 yr ago
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2 freelancers are bidding on average ₹600 INR for this job

Hello Anshu, I am thrilled to propose my expertise for your project on GPU-Based Streaming Incremental SVD Implementation. Your vision for implementing Incremental SVD on multiple GPUs using Dask aligns perfectly with my experience in distributed computing, especially with Dask and GPU technologies. I am well-versed in optimizing systems for scalability, handling large datasets efficiently, and implementing robust error handling mechanisms. My background in C Programming, C++ Programming, Engineering Mathematics, Python, and Algorithm makes me well-equipped for this task. I will ensure to leverage Dask_GPU for improved parallel processing and efficient memory management on GPUs. With a deep understanding of SVD and experience with image data, I am confident in delivering a high-quality solution that meets your requirements. Could you provide more specific details about the timeline for this project? Looking forward to collaborating on this exciting project. Regards, Rajat
₹600 INR in 3 days
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Purnia, India
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