Architecture neural network for weather

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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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Veri Bilimi Yapay Zeka Machine Learning (ML) Python Bulut Bilişim

Proje NO: #26722616

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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 Daha Fazla

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faisalnaeem45

I am currently working as a PhD fellow in Electrical engineering in the area of optimizing network resources and security using machine learning and block chain for the Internet of Things. I have an international confe Daha Fazla

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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 Daha Fazla

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jayantatanti

hii sir good morning

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Discoveringtut

I have worked on a similar project in oyo , world's second largest hotel chain in predicting the probability the hotel to be booked and ranking the hotels for the same Relevant Skills and Experience Machine learning m Daha Fazla

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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 Daha Fazla

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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 Daha Fazla

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