FPGA-Based 1D Deep Learning Inference Accelerator deep neural networks processing in hardware.

₹1500-12500 INR

Closed

Posted over 1 year ago

₹1500-12500 INR

Paid on delivery

I'm looking for an expert who can implement a 1D deep learning inference accelerator on an FPGA. The primary objective is to optimize resource usage, with a specific focus on balancing power and resource efficiency. Work on vitis hls xilinx Key Requirements: - Experience with FPGA programming and optimization - Familiarity with Fully Connected Networks - Ability to balance power consumption and resource efficiency I want this project to be able to support fully connected networks primarily, so deep learning experience with these types of models is crucial. The ideal freelancer for this job will not only have technical expertise, but also a strong understanding of how to maximize efficiency in both power usage and resource allocation.

Verilog / VHDL

Matlab and Mathematica

FPGA

Electrical Engineering

Electronics

Project ID: 38860397

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5 proposals

Remote project

Active 1 yr ago

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5 freelancers are bidding on average ₹8,200 INR for this job

@Bhartifreelancer

Dear Client, Greetings!!!!!!! I have gone through your initial project information to optimize resource usage, with a specific focus on balancing power and resource efficiency. I am glad to mention that I have extensive experience in various subjects in academic writing including Management, HR, Marketing management, finance, law, biological and IT. I have sound knowledge of referencing and citations at the end of academic assignment including the form of APA, MLA, Harvard, Oxford etc. Can you please open your Message box so we can move ahead with further requirements of this project? Please provide us details of topics and subject so we can prove our potential in your project. I make sure that you will not get failed in your submission. Regards Bharti

₹3,000 INR in 1 day

4.6

(4 reviews)

2.6

@kapildevpkv

Hi I’m very much interested to do this work . I have morethan 8 years of experience in fpga design . I l complete the work asap with good documentation also

₹7,000 INR in 7 days

0.0

(0 reviews)

0.0

@UNIVERSEWATCHER

My expertise with FPGA development combined with knowledge of deep neural networks are best suited for this job. I can develop designs that are up to date by referring to optimal architectures from research papers. I believe I can deliver a power and resource optimal design as required.

₹9,000 INR in 7 days

0.0

(0 reviews)

0.0

@Geddawy2

I am writing to express my interest in your FPGA-based 1D deep learning inference accelerator project. My background in deep learning model optimization and hardware integration positions me well to deliver a solution that prioritizes resource and power efficiency. In my experience working on advanced AI systems, I: Quantized transformer models, optimizing them for deployment on resource-constrained environments. Built and deployed deep learning models for malware detection, demonstrating expertise in fully connected network architectures and efficient computation. Conducted extensive research on balancing performance and resource utilization for deep learning systems. With proficiency in Vitis HLS and Xilinx FPGA tools, I can design and implement optimized architectures for fully connected networks. My approach ensures power and resource efficiency while maintaining high inference performance. I am eager to contribute my expertise to this project and look forward to discussing how I can help you achieve your objectives. Best regards,

₹10,000 INR in 7 days