Colin-Codes IntentClassifier-ML-Project issues

Colin-Codes / IntentClassifier-ML-Project

Pyhton, Keras, SciKit-Learn, Matplotlib: Machine learning research project around classification of intent behind tech support emails in order to enable automatic follow up.

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Remaining tasks

#66 Colin-Codes opened 4 years ago
0
Optimise GRU

#65 Colin-Codes opened 4 years ago
7
Optimise KNN TFIDF

#64 Colin-Codes opened 4 years ago
3
Ignore the additional padding words at the end of NN samples

#63 Colin-Codes opened 4 years ago
0
Comb github for report content

#62 Colin-Codes opened 4 years ago
0
Consider performing augmentation on test set

#61 Colin-Codes opened 4 years ago
0
Some way to highlight which words are most significant for training purposes

#60 Colin-Codes opened 4 years ago
0
Adapt existing write-ups for use in final report

#59 Colin-Codes closed 4 years ago
0
Abstract

#58 Colin-Codes closed 4 years ago
0
Structure the final report

#57 Colin-Codes closed 4 years ago
0
figure out how to check performance against the test set

#56 Colin-Codes closed 4 years ago
1
optimise i, the size of the netowrk input

#55 Colin-Codes opened 4 years ago
0
Optimise Keras embedding

#54 Colin-Codes opened 4 years ago
0
Generalise NN creation modules

#53 Colin-Codes closed 4 years ago
0
Oversampling

#52 Colin-Codes closed 4 years ago
3
Resources

#51 Colin-Codes opened 4 years ago
1
Investigate the individual libraries and methods used

#50 Colin-Codes opened 4 years ago
0
Generate additional validation set (January)

#49 Colin-Codes closed 4 years ago
0
Optimisation of hyperparameters and architectures

#48 Colin-Codes opened 4 years ago
0
LSTM model

#47 Colin-Codes closed 4 years ago
0
GRU model

#46 Colin-Codes closed 4 years ago
0
Get advice on Neural network architectures

#45 Colin-Codes opened 4 years ago
1
Investigate more advanced word embeddings

#44 Colin-Codes opened 4 years ago
0
Investigate phrase embedding for KNN

#43 Colin-Codes opened 4 years ago
0
Optimise scoring

#42 Colin-Codes opened 4 years ago
0
Weight scoring by occurence and actionability

#41 Colin-Codes opened 4 years ago
0
Implement cross validation for Keras

#40 Colin-Codes closed 4 years ago
1
Use scoring to improve cross validation

#39 Colin-Codes opened 4 years ago
0
Optimise Data augmentation

#38 Colin-Codes opened 4 years ago
3
Generate test set (November)

#37 Colin-Codes closed 4 years ago
1
Justify using data augmentation to balance dataset

#36 Colin-Codes opened 4 years ago
4
Optimise KNN BoW

#35 Colin-Codes opened 4 years ago
3
Alternatives to BoW in KNN - TFIDF?

#34 Colin-Codes opened 4 years ago
4
calculate Certainty of KNN predictions

#33 Colin-Codes closed 4 years ago
2
Optimise Neural architectures

#32 Colin-Codes opened 4 years ago
2
Scoring algorithm

#31 Colin-Codes opened 4 years ago
0
Apply Data augmentation

#30 Colin-Codes closed 4 years ago
7
Evaluation

#29 Colin-Codes opened 4 years ago
1
How to improve cross validation by selecting folds

#28 Colin-Codes opened 4 years ago
1
Scoring algorithm

#27 Colin-Codes opened 4 years ago
3
Evaluation of models

#26 Colin-Codes opened 4 years ago
1
RNN model

#25 Colin-Codes closed 4 years ago
1
K-Nearest neighbours

#24 Colin-Codes closed 4 years ago
0
Classification and labelling

#23 Colin-Codes closed 4 years ago
5
Create a demo video

#22 Colin-Codes closed 4 years ago
0
Complete IDV and IPR

#21 Colin-Codes closed 4 years ago
5
Filtering the data

#20 Colin-Codes closed 4 years ago
3
Build a demo application

#19 Colin-Codes opened 5 years ago
1
Build a prototype question answering system

#18 Colin-Codes closed 5 years ago
6
Report section 7 - Bibliography

#17 Colin-Codes closed 5 years ago
2