Architecture neural network for weather

Completato Pubblicato 3 anni fa Pagato alla consegna
Completato Pagato alla consegna

There is an increasing trend towards combining different kinds of data in applications of AI. You are required to outline an initial design for a system, based on a deep neural network, for estimating the probability of rainfall at a specific location, 6 hours into the future. The system will be given two kinds of input for the current time: (1) a single satellite image (such as that below) showing cloud cover over the wider region surrounding the location, and (2) the temperature and wind direction at ten ground-stations distributed over the same region.

1) Describe the architecture of your system, including as appropriate: the precise representation of inputs and output, any component neural networks used, types and number of layers, numbers of feature maps, use of activation functions, and resizing operations. You are not expected to undertake any implementation.

2) Give details of how you would train and test the system, including the data you would need, how the training is carried out, choice of the loss function, and at least one performance measure.

3) Give one strength and one weakness of your chosen design. less

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Elaborazione dati Intelligenza Artificiale Machine Learning (ML) Python Cloud Computing

Rif. progetto: #26722616

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9 proposte Progetto a distanza Attivo 3 anni fa

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Alishoaib786

Hi While careful reading your projects details I am sure I will do this as I have did this project before . I did with images using computer vision techniques. So I am expert even im computer vision technique which Altro

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Rajat6905

Dear Client Warm Greetings, I have been Python Developer for 3+ years and have experience of Building Management, Distributed, Database Applications. with Machine Learning, Ensemble Learning, Deep Learning implementat Altro

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jayantatanti

hii sir good morning

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Discoveringtut

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zeshankhanalvi

Hi, I am a data scientist and interested in this project. The answer to your questions. 1) The system architecture will be a convolution neural network with the number of layers dependant on the number of image availa Altro

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Muneebsaddal5

I have 2 years of experience with AI and machine learning. it has been my area of expertise during my bachelors degree. and i have also taken some courses in relevant subjects. your project is fairly easy for me as the Altro

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