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Tensorflow JS application to simple task

I have thousands of CSV files containing 75 rows / 6 colums of integer data. Each file is paired with one of ~10 fixed strings and an array of 2 integers.

I want to see if is possible to train a model in Tensorflow JS to accurately match the CSV files with one of ~10 fixed short length strings or separately with a small 1D array containing 2 values. (separate model training process expected) I need someone experienced with Tensorflow JS who can quickly determine the best configuration for this scenario.

I am proficient with web development but am completely new to Tensorflow JS and short on time so i would like one initial [login to view URL] file with a JS inline script which loads the JS files from a local directory, parses the CSV data.

The files will be defined in an array with filename, string and nested array of 2 integers.

[["filename", 'elephant', [2, 0],

..

There are ~ 10 possible strings all short. If it matters there is fixed 15 different possible combinations of two integers.

I would like basic advice included on things like:

- how to increase training time,

- how the model could possibly be exported and progress saved in the future

- what is the best layers and algrorithms, loss method etc to be used in this scenario and what other options can be tried if the model fails to make accurate predictions.

- how to scale down the amount of training data if necessary due to hardware limitations

Accurate predictions is obviously not a requirement!

Taidot: HTML5, Javascript, jQuery / Prototype, Machine Learning (ML), Tensorflow

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Tietoa työnantajasta:
( 2 arvostelua ) SOUTH CROYDON, United Kingdom

Projektin tunnus: #17561527

Myönnetty käyttäjälle:

Techiedev

I 've studied and developed deep learning models since 2 years ago. now i have experience developing deep learning programs with Tensorflow/Keras/Pytorch frameworks. Also i have good knowledge of javascript because of Lisää

£120 GBP 2 päivässä
(1 arvostelu)
2.4

9 freelanceria on tarjonnut keskimäärin 184£ tähän työhön

goalscoreplayer

I already implemented many machine learning projects ex; text auto summarize, get topic.. i can do your task. i will offer high quality.

£250 GBP 3 päivässä
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5.9
dinhfreedom

--Very Nice Job. Professional Tensorflow & AI & Machine Learning expert. Best result in time----- [login to view URL] I read your description very carefully. I am very interesting for your project because I have rich exper Lisää

£250 GBP 3 päivässä
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5.7
sypsoo

I have thousands of CSV files containing 75 rows / 6 colums of integer data. Each file is paired with one of ~10 fixed strings and an array of 2 integers. I want to see if is possible to train a model in Tensorflow Lisää

£135 GBP 5 päivässä
(7 arvostelua)
4.0
Itblast

Hello There . Let me affirm what i have know Will make Tensorflow JS application. And This cordial of what one is in to i have done relish week from the has a head start of and with sweeping confident i gave a pi Lisää

£150 GBP 3 päivässä
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4.1
superbpartner

Dear sir, I'm sure that I can complete your project 'Tensorflow JS application to simple task' as soon as possible. I am senior software developer and always provide fast service. I promise a high quality and punctual Lisää

£150 GBP 1 päivässä
(9 arvostelua)
4.1
jonyahmed105

Hello I will do this task perfectly, Thanks

£254 GBP 3 päivässä
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4.0
vorasiddh4it

We have 11+ years of experience in software development. We have developed 400+ projects and the research paper in the field of Machine Learning, Artificial Intelligence and Image processing (GIS), Network, SEO based W Lisää

£200 GBP 7 päivässä
(6 arvostelua)
4.1
general985

Hello sir. I'm excited about your project, because I've really rich experience in Tensorflow & JS Programming. I've developed many projects similar to yours and excellent skills. If you award me, I'll provide wonder Lisää

£150 GBP 3 päivässä
(2 arvostelua)
2.0