Theedhum Nandrum - A Sentiment Classifier for Code-mixed Text in Tamil and Malayalam
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牀む牀む牀牆 牀牀牆牀園牀牆: 牀む牀逗巌, 牀牀迦牀牀鉦 牀牆牀巌逗牆 牀牀萎牀む牀む牀牀橿 牀朽橿萎牀牆牀-牀牀む逗萎牀牀園 牀牆牀牆牀牀橿逗迦 牀朽牆牀牆牀牀牆牀む牀む牀牆 牀牀牀逗迦垂 Theedhum Nandrum: A machine learning system to classify the sentiment polarity of comments in Tamil and Malayalam
Theedhum Nandrum - A Sentiment Classifier for Code-mixed Text in Tamil and Malayalam
- 1. 牀む牀む牀牆 牀牀牆牀園牀牆: 牀む牀逗巌, 牀牀迦牀牀鉦 牀牀牀鉦巌逗牆 牀牀萎牀む牀む牀牀迦 牀朽橿萎牀牆牀- 牀牀む逗萎牀牀迦 牀牆牀迦牀牀橿逗迦 牀朽迦牀牆牀牀牆牀む牀む牀牆 牀牀牀逗牀 Theedhum Nandrum: A machine learning system to classify the sentiment polarity of comments in Tamil and Malayalam 牀牀. 牀牀鉦迦牆牀牆牀む萎萎鉦牀牆, 牀牀牆牀牆牀む 牀牆牀牀鉦萎 L. BalaSundaraRaman, Sanjeeth Kumar quasilinguist@gmail.com, sanjeeth@gmail.com
- 2. 牀牀牀逗迦牀む迦 牀牀園逗牆牀牀牆 牀蹍園牀牀牀朽 牀牀牆牀 牀牆牀橿牀橿逗牀橿牀牆 牀牀園牀園逗 牀む萎朽牀牀橿牀牆 牀牀牆牀牆牀牆 牀牆牀む逗むむ牆牀牀牆 牀牆牀牆牀牆 牀牆牀橿牀橿逗牀橿牀牆 牀牀園牀園 牀牀橿萎む牀む迦 牆牀橿牀牆牀牀牆牀む牀む迦 (牀.牀牆. 牀牀牀逗萎逗 牆牀橿牀牆牀牆牀牆) 牀牀む逗む牆牀牆牀橿萎む牀む迦 (牀.牀牆. 牀牀牆牀牆牀牆牀牀牆牀橿む牀逗迦 牀朽逗橿讃)
- 3. 牀朽逗橿讃
- 4. 牀牀牀牀園牀橿牀牆 牀牀園牀園迦 牀牆牀橿園橿 牀牆牀橿牀橿逗牀橿牀牆 牀牀園牀園逗 牀牀牆牀牆牀牆牀牆牀園牀牀橿牀牆 牀牀逗萎逗む牀む迦 (extract features) 牀牆牀橿牀橿逗牀橿逗牆 牆牀橿牀牆牀牆牀牆牀橿 牀牀橿牀橿逗牆牀む迦 (label training data) 牀む牆牀牀牀む牀萎 牀牀牀逗迦逗牆牀牆牀牀む牀橿むむ 牀朽む萎牀牆牀牀む牆牀む牀む迦 (choose ML algo) 牀牆牀橿牀橿逗牀橿牀牆牀牀牆牀牆牀牆 牀牀牀逗園牀園牀朽逗む牀む迦 (train ML model) 牀牀牆牀牆牀牆 牆牀橿牀牆牀牀牆牀む牀む牀 牀牀萎牀牆牀牀牀逗牀橿牀牆 牀牀牀逗迦逗牀橿牀牆 牀牀牆牀牆牀牆 牆牀橿牀牆牀牀牆牀む牀む迦 (label test data)
- 5. 牀牆牀牆牀牀逗牆牀牆 牀牀萎牀む牀む牀む 牀牀む牀牆牀む逗 牀む牀逗巌 牀牀橿牀牆牆 牀牀牆牀巌逗牆 牀牀萎牀む牀む牀橿萎牀橿 牀牀牀萎牀牆牀牆牀迦牀牆 牀む逗む橿萎牆牀牀牀牆牀牀橿 牀牆牀園逗む牀む橿 牀む牀逗橿牀牆牀牆 牀牀橿牀牆牆牀む牀橿む牆牀牆 牀牀牆牀牀逗 牀牀巌牀む牀む牀牆牀牀橿逗迦 牀牀巌牀む逗む牆牀橿牆牀橿 牀牀逗牆牀む逗 牀牀牆牀牆牀牆牀朽 牀牀牆牀牀逗牀牆 牀牀牆牀園牀牀橿牀牆 牀牀橿牆牀
- 7. 牆牆牀萎牀牆牀-牀牀む逗む萎牀牀橿 牀牀牀萎牀朽牀牆牀牀牆牀牆牀牀 牆牆牀萎牀牆牀, 牀牀む逗む萎牀牀橿, 牀牆牀牆牀 牀牀牀萎牀朽, 牀む牀逗牀牆牀園 牀牀 牆牀橿牀牆牀牀牆牀む牀む迦 牀牀む牀む牀牀逗萎牆 牀牆牀橿牀橿逗牀橿牀牆 牀牀牆牀牆牀牆 牀牀牆牀牀逗萎牆 牀牆牀橿牀橿逗牀橿 牆牀橿牀牆牀牀牆牀む牀 牀朽牀牆牀牆牀牆
- 8. 牀牀牆牀牆牀牆牀牆牀園牀牀橿 牀牀牀萎牀牆牀園逗牀橿 (Emoji) 牀牆牆牀牆 牀牀牆牀迦牆牆牀牆牀牀 ("牀牆牀牆牀牀迦") 牀牀牆牀園牀牀園牀牀萎橿牀牆牀牆 ("牀牀牀牆 牀牀む牀む逗む牆牀牆牀牆") 牀牀牆牀迦牀牆牆牀迦逗牆牀牆 (Soundex) 犂犂鉦完犁犂む歓犂犁, 犂犂鉦完犁犂む犂む歓犂犁, 犂犂鉦完犁犂む歓犂犁 = 犂APKBF00 牀牆牀萎牀む牀む逗む牆, 牀牆牀萎牀む牀む逗む牆牀牆 = 牀APKBF00 Karthik = KAPKBF00 牀牆牀牀逗橿 牀牀牆牀巌逗牀園逗む迦 牀牀橿牀橿牀牆
- 9. 牆牆牆牀牀牆牀牀逗牀牆 牀牀萎逗朽牀む 牀む牀牆 (SGD) 牀牀牆牀園: https://towardsdatascience.com/gradient-descent-animation-1-simple-linear-regression-e49315b24672
- 10. 牀牆牀橿牆牀萎 牀牀萎牆牀牆牀牆 牀牀逗橿牀牀牆 (RNN) 牀牀牆牀園: https://towardsdatascience.com/animated-rnn-lstm-and-gru-ef124d06cf45
- 11. 牀牀牀牆牀牀牆牀萎牀橿 https://github.com/oligoglot/theedhum- nandrum 牆牀牀逗牀橿牀牆牀牆: https://thariqueazeez.com/
- 12. 牀朽牀迦牀牆 牀牀園逗牆牀む 牀牀牆牀橿牆 http://www.kaniyam.com/learn- machine-learning-in-tamil/ 牀牀橿逗 牀む牀逗巌逗迦 Machine Learning 牀牀逗牆牀牆牀迦 牀む. 牀牀逗む牀牆 http://www.kaniyam.com/learn-deep- learning-in-tamil/ 牀牀橿逗 牀む牀逗巌逗迦 Deep Learning 牀牀む牀巌逗迦牀牆牀牆牀牀牆 牀む. 牀牀逗む牀牆 https://towardsdatascience.com/mult i-class-text-classification-with-lstm- 1590bee1bd17
- 13. 牀牀牆牀園 牀牀朽逗牀迦 牀牀牆牆牀萎 牀牀逗萎牀む萎牆 - 牀牀牀萎牀牆牀園逗牀橿 牀牀む牀牀萎牀牆牀 牀牀牆牀牀橿逗牆牀牆 牀牆牀朽牀む 牀牀牀迦 牀牀逗牆牀萎 (Shwet Kamal Mishra) - RNN 牀牀む牀牀萎牀牆牀 牀牀園逗朽牀橿萎牀橿 牀む牀む牀牆 牀牀牆牀園牀牆 牀牀逗牆牀牀牆 牆牀牀逗牀橿牀牆牀牆: 牀む牀萎逗牆 https://thariqueazeez.com/
- 14. 牀牀牆牀む牀む牀橿 (牀牀牆牀む逗 1) Chakravarthi, Bharathi Raja, Ruba Priyadharshini, Vigneshwaran Muralidaran, Shardul Suryawanshi, Navya Jose, Elizabeth Sherly, and John Philip McCrae. "Overview of the track on Sentiment Analysis for Davidian Languages in Code-Mixed Text." In Proceedings of the 12th Forum for Information Retrieval Evaluation, 2020. Chakravarthi, Bharathi Raja, Ruba Priyadharshini, Vigneshwaran Muralidaran, Shardul Suryawanshi, Navya Jose, Elizabeth Sherly, and John Philip McCrae. "Overview of the track on Sentiment Analysis for Davidian Languages in Code-Mixed Text" (2020). Chakravarthi, Bharathi Raja, Vigneshwaran Muralidaran, Ruba Priyadharshini, and John Philip McCrae. "Corpus Creation for Sentiment Analysis in Code-Mixed Tamil-English Text." In Proceedings of the 1st Joint Workshop on Spoken Language Technologies for Under-resourced languages (SLTU) and Collaboration and Computing for Under-Resourced Languages (CCURL), pp. 202-210. 2020. Chakravarthi, Bharathi Raja, Navya Jose, Shardul Suryawanshi, Elizabeth Sherly, and John Philip McCrae. "A Sentiment Analysis Dataset for Code-Mixed Malayalam-English." In Proceedings of the 1st Joint Workshop on Spoken Language Technologies for Under- resourced languages (SLTU) and Collaboration and Computing for Under-Resourced Languages (CCURL), pp. 177-184. 2020. Anoop Kunchukuttan. (2020). The IndicNLP Library. https://github.com/anoopkunchukuttan/indic_nlp_library/blob/master/docs/indicnlp.pdf. Vanangamudi. (2020). indicnlp. https://github.com/indicnlp/solthiruthi-sothanaikal. Chakravarthi, Bharathi Raja., 2020. Leveraging orthographic information to improve machine translation of under-resourced languages (Doctoral dissertation, NUI Galway). Kralj Novak P, Smailovi J, Sluban B, Mozeti I (2015) Sentiment of Emojis. PLoS ONE 10(12): e0144296. https://doi.org/10.1371/journal.pone.0144296.
- 15. 牀牀牆牀む牀む牀橿 (牀牀牆牀む逗 2) Thottingal, S. (2018). libindic-soundex. https://github.com/libindic/soundex. Bhat, I., Mujadia, V., Tammewar, A., Bhat, R., & Shrivastava, M. (2015). IIIT-H System Submission for FIRE2014 Shared Task on Transliterated Search. In Proceedings of the Forum for Information Retrieval Evaluation (pp. 4853). ACM.D. E. Knuth, The Art of Computer Programming, Vol. 1: Fundamental Algorithms (3rd. ed.), Addison Wesley Longman Publishing Co., Inc., 1997. Google Translation API V3. (2020). Language Detection Service. https://cloud.google.com/translate/docs/reference/rest/v3/projects/detectLanguage. Zhang, T. (2004). Solving Large Scale Linear Prediction Problems Using Stochastic Gradient Descent Algorithms. In Proceedings of the Twenty-First International Conference on Machine Learning (pp. 116). Association for Computing Machinery. Dravidian-CodeMix - FIRE 2020. (2020). Sentiment Analysis for Davidian Languages in Code-Mixed Text Rank List. https://dravidian- codemix.github.io/2020/Dravidian-Codemix-Tamil.pdf. Sanjeeth Kumar, BalaSundaraRaman L., & Ishwar Sridharan. (2020). Theedhum Nandrum. https://github.com/oligoglot/theedhum- nandrum. Chollet, F., & others. (2015). Keras. https://keras.io. Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R., Dubourg, V., Vanderplas, J., Passos, D., Brucher, M., Perrot, M., & Duchesnay, E. (2011). Scikit-learn: Machine Learning in Python Journal of Machine Learning Research, 12, 28252830.
- 16. 牀牀牆牀園