CS224n | CS224n : Natural Language Processing with Deep Learning | Machine Learning library
kandi X-RAY | CS224n Summary
kandi X-RAY | CS224n Summary
notes includes the slides for CS224N and my notes. ResearchHighlights includes some notes of research highlight in CS224N. Assignments includes the code of assignment.
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Top functions reviewed by kandi - BETA
- Build the model
- Build a token embedding
- Loads and parses training data
- Save to file
- Adds a prediction op
- Add embeddings
- Compute cells
- Make cell dynamics plot
- Train a model on a given vocabulary
- Calculate cost function
- Evaluate the model
- Parse a dataset
- Wrapper for get_or_build
- Convert a list of sentences into a single vector
- Test if the Conll option of the Conll
- Test the word vector mapping
- Test for minibatch parse
- Test the RNN model
- Build vocabulary from corpus
- Test if the input can be read
- Compute cooccurrences for a given vocab
- Parse command line arguments
- Forward computation
- Train a parser
- Run a shell
- Run a sequence prediction
CS224n Key Features
CS224n Examples and Code Snippets
Community Discussions
Trending Discussions on CS224n
QUESTION
I'm trying to create a custom loss function using Keras custom layer template. I'm unable to perform calculations similar to what mentioned in the following paper (page 4, equation 5): https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1174/reports/2748045.pdf
...ANSWER
Answered 2019-Jul-25 at 14:13This line:
QUESTION
In My Environment i have Python 3.6.3 Installed Via Anaconda and i also have Python 2.7(Came With Distro).So i am trying to create a virtual environment for this course Course Link as the code is in Python 2.7.
So i create a virtualenv with virtualenv --python= "python2.7 path" "path to project directory"
Then i activate the given virtual environment but while installing,i get a error like this
Any idea how i can rectify this?
...ANSWER
Answered 2018-Jan-22 at 10:00The issue is that you are trying to create your virtual environment with spaces in the path name. You should set up your virtual environment at a path without any spaces.
When you set up an environment, all of the scripts and executables relating to that environment are placed in the bin directory. Some of the scripts reference interpreters such as bash. In the case of a bash script, the #!
first line of the script will evaluate incorrectly as it comes across a space. In your case, these scripts are starting with the following first line:
QUESTION
I am doing Stanford's CS224n course. I get an error in assignment2 q2_parser_model.py in my dependency parser
...ANSWER
Answered 2017-Oct-29 at 01:58Your self.input_placeholder
must be passed to tf.nn.embedding_lookup
as an array of int32
or int64
, so you could just:
QUESTION
i am trying to implement an SGD based upon the scaffold given by stanford in their first assignment to cs224n. the implementation is in python. the scaffold is as follows:
...ANSWER
Answered 2017-Aug-29 at 21:14If you notice, expcost
is only used for printing out the cost. It's just a way of smoothing the cost function since it can jump noticeably from batch to batch, despite the model's improvements
QUESTION
I am doing cs224n's assignment.In function test_word2vec
, there is some python syntax I don not understand:
ANSWER
Answered 2017-May-01 at 01:53- The type function with 3 arguments creates a class. So that would be equivalent to this code:
class dummy(object):
pass
- In Python you can add an attribute to an object at any time. If it doesn't exist already, it will get created, essentially inserted into a dict that represents the object's attributes.
QUESTION
I am trying to go through the assignment 1 for Stanford cs244n class. Problem 1b highly recommend optimization for the Softmax function. I managed to get the Softmax of the N dimensional vector. I also got the Softmax of the MxN dimensional matrix but used a for loop through the columns. I have the following code:
...ANSWER
Answered 2017-Apr-16 at 14:42You can try to use np.apply_along_axis
, where you have to specify which axis to execute your code (in your case axis=1
).
Here's a working example:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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Install CS224n
You can use CS224n like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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