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Deep Learning - develop a Long Short Term Memory (LSTM) network for time series analysis using Python

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Long Short Term Memory (LSTM) network for time series analysis using Python  In this document, students can enhance their skills in time series analysis by building a Long Short Term Memory (LSTM) network using Python. LSTM is a specific type of Recurrent Neural Network (RNN) known for its ability to accumulate propagation state throughout the input sequence. This means that the model's output from one timestep becomes the input for the subsequent timestep, allowing the model to make predictions based on both current and prior input, resulting in more reliable prediction outcomes. The persistent accumulation of propagation state is the primary advantage of LSTM models.  The specific tasks include: 1. define a many-to-many type sequence prediction problem, such as power consumption forecast for next 3 days 2. Design and develop an LSTM neural network with multiple input time steps and multiple output time steps 3. Design an evaluation metric 4. Conduct performance analysis of t...
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IMPORTANCE OF EDUCATION

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EDUCATION AS WEAPON Education is the best weapon for the interaction in the world. In the life, it is necessary to compete for the world and to be with the world. Now a day the worlds are going too far. Education is the vital tool for the competition and succeeds in the contemporary world. It is important because it is used to mitigate most of the challenges faced in life. he knowledge which is gained by the education it helps to open the doors to a lot of opportunities for better prospects in the career growth. Better education is very necessary for the life to go ahead and the to achieve something. The education which we got in the school is the primary education and the education which we got in the after the school life is called the secondary education. The importance of both the education matters lots. Because in the primary education, the knowledge which we got is the knowledge which is related to our physical and the behavior of the body. That age is call...
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Coursework designed to help understand further concepts and demonstrate practical skills related to the Hadoop environment.

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Coursework tasks and Problem statement 1. Identify and evaluate a number of publicly available dataset s related to air pollution and severity of respiratory disease. These may be from sources such as kaggle.com or data.gov.uk 2. Select appropriate datasets, as informed by their interests 3. Integrate and import these datasets into a suitable data storage and processing system, providing rationale for their choice 4. Perform meaningful analysis of the data to derive some simple useful information, as can be obtained by the dataset selected. 5. Provide visualisation of the analysis through any Hadoop-related technologies which the students deem suitable. "If you need the complete report and codes, please leave a comment on this blog. Few screenshots, steps, and codes are not included assuming that you are able to figure them out. If you are having difficulty getting the output, then please leave a comment and I will help you with that." Sample Coursework for the above t...
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