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RNN AND LSTM
Submitted by Surajit,Shreshth
RNN(Recurrent Neural Network)
1. RNN is a type of neural network
2. Mainly works on time series data. It is a collection of data in some timely order. Generally
the sequence is equispaced.
3. It has internal/hidden states to process the input sequence.
4. Output of a previous time step is also used in the next time step.
Practical Use of RNN
It is least explored but has high potential in technical ïŹeld.
Some of its uses are handwriting recognition, speech recognition, Stock Market
prediction etc.
Simplest architecture of RNN
Details of RNN
Recurrence Formula
Vanilla RNN
Some more example
Some failure cases
Types of RNN
LSTM(Long-Short Term Memory) Network
It is a type of RNN. it uses some additional units to the standard
units. A ‘memory cell’ is used to store the information for a long
period of time.
LSTM consists of a cell and three gates viz, input gate(i), forget
gate(g), output gate(o).
LSTM contd..
Cell remember the information over time and Gates control the flow of
informations into and out of the cell.
f: Forget gate, Whether to erase cell
i: Input gate, whether to write to cell
o: Output gate, How much to reveal cell
Difference
g represents the cell state
What’s next
Furthering our knowledge of RNNs and timeseries prediction.
Getting a grasp of ïŹnancial stock market terminology and other relevant domain
expertise to understand the problems better.
Understanding how these are linked to bring out stock market predictions based on
machine learning techniques.
References
http://deeplearning.net/tutorial/lstm.html
https://www.youtube.com/redirect?q=https%3A%2F%2Fdeeplearning.mit.edu&v=nFTQ7kHQ
Wtc&redir_token=6GcxwObïŹEe-NrC4BwrZNZy33b98MTU0ODQ3NzI4OUAxNTQ4MzkwO
Dg5&event=video_description
https://www.youtube.com/redirect?q=http%3A%2F%2Fcs231n.stanford.edu%2F&event=vide
o_description&v=6niqTuYFZLQ&redir_token=p3Fizz0CzJkO2T1w-Ho_26b6_ph8MTU0ODQ4
NTk4MUAxNTQ4Mzk5NTgx

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