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Tensorflow based Gender Classification

$30-250 USD

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Data postării: peste 5 ani în urmă

$30-250 USD

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Dear ML expert, I am working on a challenging task of classifying gender (male,female). I have a database with 3000+ samples in each category. The validation-accuracy I could achieve with inception-V3 is 92%, without data augmentation. With data augmentation, it is at 96%. However this validation-accuracy is not sufficient because using the generated model, some of the test images fails. If you can help me with this challenge, please bid. I will share the database so that you can give a try. The couple of requirements are as follows. 1) model size needed to be less than 10MB 2) Only Tensorflow can be used (usage of inception-v3 or other pretrained is not mandatory) 3) All test images need to pass (10 of them) 4) validation-accuracy needed to be 100% 5) It is not possible to get any more samples Thankyou. Happy bidding
ID-ul proiectului: 17778251

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6 propuneri
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Activ: 6 ani în urmă

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6 freelanceri plasează o ofertă medie de $119 USD pentru proiect
Avatarul utilizatorului
Hi, I could give a try. I did similar classification between wide/narrow faces and this one looks similar. So idea is to use some pre-trained model, remove last layer and train it with this specific dataset. Before training, some data preprocessing should be applied. I am not sure if more than 96% test accuracy can be achieved with model less than 10 MB (Resnet is 10 times bigger), but I can try. Best, Vedran
$150 USD în 10 zile
5,0 (1 recenzie)
1,8
1,8
Avatarul utilizatorului
I want to have a try and can you share me the dataset ?
$30 USD în 3 zile
0,0 (0 recenzii)
0,0
0,0
Avatarul utilizatorului
Experience in AI, ML using R/Python/Tensorflow Experienced Analytics Manager with 7+ years of demonstrated work ex in the financial services industry. Strong professional skilled in Business Analytics, SAS & SQL, Predictive models, Credit cards & other Unsecure lending, Digital wallets / Emerging Payment capabilities, Pricing Strategies, NPS, Investment and other liability products
$155 USD în 3 zile
0,0 (0 recenzii)
0,0
0,0
Avatarul utilizatorului
Hello, I work in a video analytics company working on deep learning. Your project details describes working on gender classification. I just recently worked on a similar project where I classified both gender and age. While predicting age is hard because of ambiguity in real vs apparent age but I got accuracy of 98% in gender prediction. I worked on mxnet insightface model for this. For my work I had no restrictions on size of model or choice of platform or framework. So for your project with your restrictions I will try squeezenet model to limit the size or something similar and use some pretrained model if available. If pretrained model is not available then I will pretrain it on some public dataset and then finetune for your data. I have previously worked on caffe, keras, tensorflow, mxnet, etc for my deep learning tasks and I have proper system with GPU to work on. So your work will be done in tensorflow in time. And I think I can achieve very good accuracy for your data. I am starting my profile here so I have kept the price to minimum but instead expect great feedback from you for my great work. Thank you.
$35 USD în 3 zile
0,0 (0 recenzii)
0,0
0,0

Despre client

Steagul KOREA, REPUBLIC OF
United States, Korea, Republic of
5,0
161
Metoda de plată a fost confirmată
Membru din sept. 3, 2010

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