Find Jobs
Hire Freelancers

Ad pre-/postprocessing function to TensorFlow Serving Model

€8-30 EUR

Completed
Posted over 3 years ago

€8-30 EUR

Paid on delivery
We are currently using tf2-yolov4 model with pre-trained weigths ([login to view URL]) to make inference from images. We compiled this to a tensorflow serving model (.pb) and made it availible with docker image and http REST API endpoint. This works well and we can send images to the REST API endpoint and get the predictions back. At the moment we need to pass in a numpy array in JSON format and get back the layers from the predictor. As we want to be able to send images in binary format to the REST API endpoint (for example using curl) we need a postprocessing or sheme conversion added to the exported model. As a result we want to have a well defined json output with class name mappings. We need help how to write the input/output processor to the existing model so we can use tensorflow serving to send binary data to the REST API endpoint and get back the results in the propper JSON format. This should be only a few line of codes and few modifications to save the model with the needed function but it can be assumed that we will have further tasks in the future for you.
Project ID: 27859557

About the project

2 proposals
Remote project
Active 3 yrs ago

Looking to make some money?

Benefits of bidding on Freelancer

Set your budget and timeframe
Get paid for your work
Outline your proposal
It's free to sign up and bid on jobs
Awarded to:
User Avatar
Hello, I have experience with YOLOv4 with the Darknet version as well as the TensorFlow version. I am able to work on this project as well, do you need me to write the scripts for input/output processing or do you need me to advice? Here is my github profile (if you want to check my coding style): [login to view URL] Thanks and regards, Sadidul I.
€20 EUR in 1 day
5.0 (1 review)
0.5
0.5
2 freelancers are bidding on average €20 EUR for this job
User Avatar
Hi I am a professional statistician with 5 years of experience. I have read the job description. I will help you complete the project. i have skills in Tensorflow, Machine Learning (ML), Keras and Python. I can deliver quality and superior work at a price we are both comfortable with and within the agreed timeline. Kindly send me text
€20 EUR in 1 day
4.9 (6 reviews)
3.7
3.7

About the client

Flag of GERMANY
Weinheim, Germany
5.0
10
Payment method verified
Member since Feb 4, 2015

Client Verification

Thanks! We’ve emailed you a link to claim your free credit.
Something went wrong while sending your email. Please try again.
Registered Users Total Jobs Posted
Freelancer ® is a registered Trademark of Freelancer Technology Pty Limited (ACN 142 189 759)
Copyright © 2024 Freelancer Technology Pty Limited (ACN 142 189 759)
Loading preview
Permission granted for Geolocation.
Your login session has expired and you have been logged out. Please log in again.