how to get high f1-score for tf-idf log regression in python - SERP Analysis

https://programminghistorian.org/en/lessons/logistic-regression

https://medium.com/%40ryblovartem/text-classification-baseline-with-tf-idf-and-logistic-regression-2591fe162f3b

https://github.com/jkerai1/Text-Classification-with-Logistic-Regression/blob/main/Text%20Classification%20with%20Logistic%20Regression.ipynb

https://www.statology.org/f1-score-in-python/

https://medium.com/%40ashwinnaidu1991/creating-a-tf-idf-model-from-scratch-in-python-71047f16494e

https://shap.readthedocs.io/en/latest/example_notebooks/tabular_examples/linear_models/Sentiment%20Analysis%20with%20Logistic%20Regression.html

https://www.datacamp.com/tutorial/understanding-logistic-regression-python

https://www.geeksforgeeks.org/understanding-tf-idf-term-frequency-inverse-document-frequency/

http://arno.uvt.nl/show.cgi?fid=157038

https://www.researchgate.net/figure/Accuracy-precision-recall-and-F1-score-results-of-all-ML-models-using-TF-IDF_tbl3_354789982

https://melaniewalsh.github.io/Intro-Cultural-Analytics/05-Text-Analysis/03-TF-IDF-Scikit-Learn.html

https://gpttutorpro.com/f1-machine-learning-essentials-optimizing-f1-score-with-threshold-tuning/

https://stats.stackexchange.com/questions/397802/high-precision-and-low-recall-score-for-tf-idf-when-using-knn-algorithm

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https://future-in-tech.net/17.4/R-Boonsiri.pdf

https://spotintelligence.com/2023/02/15/word2vec-for-text-classification/

https://onlinelibrary.wiley.com/doi/10.1002/nem.2322

https://www.nature.com/articles/s41598-024-70565-6

https://www.researchgate.net/profile/Chihab-Younes/publication/353607125_LSTM_VADER_and_TF-IDF_based_Hybrid_Sentiment_Analysis_Model/links/61058151169a1a0103cc7e85/LSTM-VADER-and-TF-IDF-based-Hybrid-Sentiment-Analysis-Model.pdf

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https://arxiv.org/html/2503.01082v1

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https://www.ijfmr.com/papers/2024/6/32374.pdf

https://www.techscience.com/csse/v41n3/45557/html

https://pmc.ncbi.nlm.nih.gov/articles/PMC11070797/

https://stars.library.ucf.edu/context/data-science-mining/article/1015/viewcontent/Combating_Cyberbullying_on_Social_Media_A_Machine_Learning_Approach_with_Text_Analysis_on_Twitter.pdf

https://peerj.com/articles/cs-2301.pdf

https://ceur-ws.org/Vol-2943/meoffendes_paper7.pdf

https://iopscience.iop.org/article/10.1088/1742-6596/2024/1/012030/pdf

https://ieeexplore.ieee.org/iel7/6287639/8600701/08894084.pdf

https://www.theseus.fi/bitstream/handle/10024/811650/Sergeev_Yury.pdf?sequence=2&isAllowed=y

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https://jisem-journal.com/index.php/journal/article/download/4377/2000/7230

https://www.analyticsvidhya.com/blog/2018/07/hands-on-sentiment-analysis-dataset-python/

https://thesai.org/Downloads/Volume14No6/Paper_75-Robust_Analysis_of_IT_Infrastructures_Log_Data.pdf

https://www.oreilly.com/library/view/applied-text-analysis/9781491963036/ch04.html

https://jcls.io/article/id/102/print/

https://www.kaggle.com/code/banelengemntu/climate-change-sentiment-analysis-notebook

https://www.nrigroupindia.com/e-book/Introduction%20to%20Machine%20Learning%20with%20Python%20(%20PDFDrive.com%20)-min.pdf

https://www.frontiersin.org/journals/genetics/articles/10.3389/fgene.2023.1238140/pdf

https://www.embedded-robotics.com/machine-learning-text-classification/

https://ojs.unud.ac.id/index.php/jitter/article/download/121702/57222

https://www.diva-portal.org/smash/get/diva2:1779863/FULLTEXT01.pdf

https://arxiv.org/html/2412.21022v1

https://www.sciencedirect.com/science/article/pii/S2667096824000843

https://turcomat.org/index.php/turkbilmat/article/download/10885/8124/19367

https://hex.tech/templates/sentiment-analysis/vader-sentiment-analysis/

https://ojs.ninetyjournal.com/index.php/COMTECHNO/article/download/144/58/439

https://spotintelligence.com/2023/11/03/intent-classification-nlp/

https://python.plainenglish.io/bert-fine-tuning-a-pre-trained-model-for-text-classification-14ffc211b51e

https://amueller.github.io/aml/05-advanced-topics/13-text-data.html

https://www.aasmr.org/jsms/Vol14/No.10/Vol.14.No.10.10.pdf

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https://stackoverflow.com/questions/62186526/should-my-model-always-give-100-accuracy-on-training-dataset

https://www.techscience.com/csse/v45n3/50726/html

https://pmc.ncbi.nlm.nih.gov/articles/PMC8009838/

https://aclanthology.org/2022.vardial-1.10.pdf

https://www.kaggle.com/code/mubasherbajwa/complete-guide-to-twitter-sentiment-analysis-nlp

https://huggingface.co/datasets/zwhe99/mp-textbooks/viewer/default/train?p=0

https://dspace.bracu.ac.bd/xmlui/bitstream/handle/10361/21865/18201035%2C%2018201045%2C%2018201198%2C%2018201062_CSE.pdf?sequence=1&isAllowed=y

https://netman.aiops.org/wp-content/uploads/2018/06/Device_Agnostic_Log_Anomaly_Classification.pdf

https://towardsdatascience.com/improving-model-performance-using-semi-supervised-wrapper-methods-31d8712ca20/

https://link.springer.com/article/10.1007/s11042-023-14713-6

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https://dergipark.org.tr/tr/download/article-file/4142442

https://airbyte.com/data-engineering-resources/text-analysis-in-python

https://www.sciencedirect.com/science/article/pii/S2352914822002246

https://academic.oup.com/bioinformaticsadvances/article/4/1/vbae108/7723597

https://dl.acm.org/doi/10.1145/3603499

https://newinera.com/index.php/JournalLaMultiapp/article/download/1541/1427/

https://scispace.com/pdf/improving-term-weighting-schemes-for-short-text-2zyi9mioc8.pdf

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https://aws.amazon.com/blogs/machine-learning/evaluate-the-text-summarization-capabilities-of-llms-for-enhanced-decision-making-on-aws/

https://pycaret.readthedocs.io/en/stable/api/classification.html

https://iopscience.iop.org/article/10.1088/1757-899X/740/1/012133/pdf

https://nkcs.iops.ai/wp-content/uploads/2024/09/FSE_2024_SynthoDiag.pdf

https://www.analyticsvidhya.com/blog/2021/11/a-guide-to-building-an-end-to-end-multiclass-text-classification-model/

https://www.projectpro.io/article/nlp-projects-ideas-/452

https://www.docsumo.com/blogs/ocr/document-classification

https://ijcnis.org/index.php/ijcnis/article/view/7641/1936

https://ejurnal.seminar-id.com/index.php/bits/article/download/6734/3534/

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https://jurnal.ugm.ac.id/ijccs/article/download/104158/40999

https://aiquest.org/wp-content/uploads/2024/02/Data-Science-and-Machine-Learning-with-Python.pdf

https://cran.r-project.org/web/packages/superml/superml.pdf

https://www.geeksforgeeks.org/text-classification-using-decision-trees-in-python/

https://avesis.aybu.edu.tr/dosya?id=24e87ea4-266b-41c1-aa3c-b1897006591a

https://www.academia.edu/105234789/Sentiment_Analysis_of_Tweets_During_the_COVID_19_Pandemic_Using_Multinomial_Logistic_Regression

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https://link.springer.com/article/10.1007/s40747-024-01392-5

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