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Automate Dataset Preparation For A Deep Learning Model

I have a image processing deep learning api built on Python 3.7, Keras, Keras-Retinanet and Flask which basically detect object and then predict it's brand. Before training the model currently we manually prepare the dataset. The dataset contains many brands folders having their one product images. Currently I have 30 brands and this will grow with times. So manually preparing dataset is not a scalable solution. Therefore I want to create a Python script with flask/django UI which can automate this manual process. Current steps followed in project which need to be automated are-

1. Prepare dataset:

a. Inside 'dataset' folder create three folders- 'train', 'test', 'val'

b. Inside 'train', 'test', 'val' folders create a new folder with brand name

c. In newly created folder put cropped images of that brand in the ratio of 80:10:10

2. Start training of the model

I want to automate the first step. Means a user will upload the actual image -> desired object will be detected -> object will be cropped from that image -> detect the brand names from cropped images -> create a new folder with brand name if not exist in 'train','test','val' folders -> put cropped images to 'train','test','val' folders as per their brand name -> start the training script.

Kemahiran: Deep Learning, Keras, Python, Flask

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Tentang Majikan:
( 9 ulasan ) New Delhi, India

ID Projek: #21541440

7 pekerja bebas membida secara purata ₹7151 untuk pekerjaan ini

Albertbestcoder

Hello, Dear! I’ve read your job very carefully and understand what you want. I'm an excellent Deep Learning expert. I have developed many AI projects using Tensorflow,Torch and Caffe. I have enough experiences in medi Lagi

₹7000 INR dalam 7 hari
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farhanjawaid

Hello there We as a team hold a collective experience of more than 10 years in machine learning and advance analytics. Solution delivery will be as per the requirements within the prescribed time. Support will be provi Lagi

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TechGeekKrish

Have worked with similar projects before and have got rich experience in Automating the manual processes and the feature scaling..

₹9000 INR dalam 5 hari
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ASI2018

I have done annotation automation previously, I am confident to complete this task.

₹5555 INR dalam 30 hari
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ozsalah03

Hello, I'm quite interested in your job. let me explain my experience before i start to explain my skill something to consider putting small amount of money don't mean that i not good in machine and deep learning but Lagi

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faizmd48

Respected sir/madam, • Thank you for your job posting • I have read your requirement carefully and I understood what you want. • I am very happy to see the job which is matching my skills and experiences • I have 5+ ye Lagi

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Puneeths1996

Hi, My portfolio site, [login to view URL] My Github site: [login to view URL] Please leave a message, would be interested in hearing about the requirement and the objective that yo Lagi

₹7000 INR dalam 20 hari
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