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Tensorflow JS application to simple task

£20-250 GBP

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投稿日: 5年以上前

£20-250 GBP

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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!
プロジェクト ID: 17561527

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5個の提案
リモートプロジェクト
アクティブ 6年前

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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 some Front-end projects with Angular Framework. [login to view URL] has similar API and building block as standard Tensorflow python library. Because of your data is structured (tabular) and is not unstructured (like image text ) we can design simple MLP (fully connected) neural network to develop. For this simple architecture i can set and explain these hyperparameter and parameter as you want: - Number of training iteration - Number of layers - Number of nodes in each layers - loss function - regularization technique ( for overfitting) and also the process of loading dataset from file. Thanks
£120 GBP 2日以内
4.6 (9 レビュー)
3.6
3.6
この仕事に5人のフリーランサーが、平均£195 GBPで入札しています
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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日以内
5.0 (38 レビュー)
7.2
7.2
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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 pink slip count i can do this undertaking in as a matter of fact short time . Also I even have a team here with additional then eighty folks operating along .. And my team has eight years of expertise during this variety of project. I am extremely qualified for this project and would like to speak with you extra concerning taking this project on. also i have a few special provide for you could you please provide me this following answer too ? ....... i hope A message from you please .. looking ahead to your kindness message .
£150 GBP 3日以内
4.9 (17 レビュー)
5.6
5.6
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Hello I will do this task perfectly, Thanks
£254 GBP 3日以内
4.7 (24 レビュー)
5.1
5.1

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UNITED KINGDOMのフラグ
SOUTH CROYDON, United Kingdom
5.0
2
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メンバー登録日:2月 9, 2005

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