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paul-tqh-nguyen
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reuters_topic_labelling
Deep learning to automatically label Reuter's articles with the relevant topics.
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Create condensed version of write up
#31
paul-tqh-nguyen
closed
4 years ago
1
Refactor hyperparameter search to be able to search over all three architectures.
#30
paul-tqh-nguyen
closed
4 years ago
1
Implement a dense layers neural network
#29
paul-tqh-nguyen
closed
4 years ago
1
Investigate effectiveness of lemmatization
#28
paul-tqh-nguyen
closed
4 years ago
1
Investigate approaches taken by others on multi-label problems.
#27
paul-tqh-nguyen
closed
4 years ago
4
Investigate performance impact of replacing all numbers with a special token
#26
paul-tqh-nguyen
closed
4 years ago
1
Investigate effectiveness of stop words.
#25
paul-tqh-nguyen
closed
4 years ago
1
Refactor hyperparameter search to work with CNN functionality
#24
paul-tqh-nguyen
closed
4 years ago
1
Abstract out a Classifier class
#23
paul-tqh-nguyen
closed
4 years ago
1
Investigate CNN Archietectures
#22
paul-tqh-nguyen
closed
4 years ago
2
Examine efficacy of older hyperparameter selection
#21
paul-tqh-nguyen
closed
4 years ago
1
Optimize F1 Threshold.
#20
paul-tqh-nguyen
closed
4 years ago
4
Evaluate Data Imbalance Impact
#19
paul-tqh-nguyen
closed
4 years ago
4
Remove labels with insufficient data during pre-processing
#18
paul-tqh-nguyen
closed
4 years ago
2
Determine <unk> words and evaluate their impact
#17
paul-tqh-nguyen
closed
4 years ago
4
First pass at purely syntactically pre-processing the string data
#16
paul-tqh-nguyen
closed
4 years ago
1
Implement feature to quit early upon convergence
#15
paul-tqh-nguyen
closed
4 years ago
1
Investigate optimizing for the F1 score directly.
#14
paul-tqh-nguyen
closed
4 years ago
2
Reimplement attention
#13
paul-tqh-nguyen
closed
4 years ago
1
Create a hyperparameter search mechanism
#12
paul-tqh-nguyen
closed
4 years ago
1
Track the best F1 score we've gotten so far.
#11
paul-tqh-nguyen
closed
4 years ago
1
Use F1 score rather than accuracy
#10
paul-tqh-nguyen
closed
4 years ago
1
Print the hyperparameters of our classifier prior to training process.
#9
paul-tqh-nguyen
closed
4 years ago
1
Accomplish Write Up Goals
#8
paul-tqh-nguyen
closed
4 years ago
1
Add functionality to load a model and evaluate texts
#7
paul-tqh-nguyen
closed
4 years ago
2
Remove attention layers
#6
paul-tqh-nguyen
closed
4 years ago
1
Do first pass at pre-processing data
#5
paul-tqh-nguyen
closed
4 years ago
1
Create & deploy first pass at a document showing our findings.
#4
paul-tqh-nguyen
closed
4 years ago
1
Create a classifier class to wrap our model
#3
paul-tqh-nguyen
closed
4 years ago
1
Do first pass at updating the README
#2
paul-tqh-nguyen
closed
4 years ago
1
Do first pass at model
#1
paul-tqh-nguyen
closed
4 years ago
1