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Multivariate time series classification with LSTM (keras)

I have a csv file with ~5000 rows and these columns

"timestamp","x1","x2","x3","x4","x5","x6","x7","y"

where y is the class [-1,0,1] and x1-7 are the features

I need a python script that creates a new csv file with these columns

"timestamp","x1","x2","x3","x4","x5","x6","x7","y","yhat"

where yhat is the predicted classification

it will use an LSTM model, taking as input 10 past observations

it will use the first 70% of the observations for training and classify the remaining 30% (~1500 rows)

The code must be compatible with the following libraries at the specified versions

scipy: 1.5.2

numpy: 1.19.2

matplotlib: 3.3.2

pandas: 1.1.3

statsmodels: 0.12.0

sklearn: 0.23.2

theano: 1.0.4

Using Theano backend.

keras: 2.2.5

Taidot: Python, Tilastotiede, Machine Learning (ML), Tietojenkäsittely, Keras

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Tietoa työnantajasta:
( 0 arvostelua ) Trento, Italy

Projektin tunnus: #28293968

Myönnetty käyttäjälle:

DrPeixoto

Hello friend, please send me you dataset and I'll be glad to reply with a working script for evaluation before you decide to accept my bid. Looking forward for your reply. Best regards, Daniel

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20 freelanceria on tarjonnut keskimäärin €429 tähän työhön

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AwaisChaudhry

Hi, I have read the details I believe I can do this job. While I believe I have some queries which need to be clarified. For that I would request you to start the chat so we could clarify those. We can discuss the time Lisää

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HamzaBashirr

I can help you in time series. I have 2 years experience in machine learning and data science. Waiting for your good response

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darrel131191

Hi. I am very interested in your proposal. I can instantly help you with your starting project with a successful completion. As a professional ML developer, I ensure for a perfect ongoing project. You will never be dis Lisää

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janebittner09

Dear. Thanks for your job posting. I am a senior software engineer from Bulgaria. I have worked as machine learning engineer with 5 years of research and professional experience, like to use python to implement machine Lisää

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sgadou

Hi, there. I am a machine learning engineer good at several deep learning algorithms. I am proficient in Python, OpenCV, Keras Tensorflow, PyTorch and Scikit-learn. Carefully checked your requirements. I can help you w Lisää

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vorasiddh4it

I have read your requirements. I am managing director of software company and I have team for development so we can complete it perfectly. I am from India GMT +5:30 and I am available from 8:00 AM to 11:00 PM. We hav Lisää

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abanoubnashaat99

Hi, I'm a Senior Machine learning Engineer , solid experience dealing with time series data I've read the description carefully (LSTM model classification on multivariate time series and making a new csv with the pred Lisää

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scAZTIZI18268

Hello, I am a data science engineer, I am certified by the University of Michigan in applied data science with paython and deep learning. In addition I carried out several projects in different fields using python, m Lisää

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frodriguex

Hi I have read your job offer attentively and it seems very interesting! This is proyect requires good programming abilities and experience with Python and Machine Learning. I'm a skilled programmer in Python (+4 ye Lisää

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eniokaso86

I have already build a similar script to predict stocks using Keras but in tensorflow backend. Will be happy to convert and modify it to use theano for you :)

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sajjadtaghvaeifr

Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python, JAVA and etc. Lisää

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jiteshkrishna310

Dear Sir/Mam, I am working as a data scientist and have more than 8 years of experience in this field. I recently worked on the infrastructure services side to use LSTM models in keras and tensorflow to generate forec Lisää

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omarhazem6

Hello , I read your job and that seems like a very simple task for me , I have a huge experience in python and its libraries as pandas , numpy , matplotlib,seaborn , tensorflow, I have been developing for python for 2 Lisää

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ringku740

Hello, I am Masud Rana currently pursuing a PhD in Bioinformatics at CAS, Beijing. I completed both bachelor's and master’s degrees in Statistics. Having 10+ years of experience in the area of statistical and machine l Lisää

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