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README.md

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-## ML-Algorithms - Fine-Tuning
-#### - Twitter sentiment analysis is performed by using dimensionality reduction techniques in ML algorithms
-#### - Application of ML algorithms is performed by using pipeline and hyperparameter search for fine tuning as an example.
-#### Detailed information can be found via course link: https://bit.ly/intro_nlp
+# ML-Algorithms - Fine-Tuning
+## Twitter sentiment analysis is performed by using dimensionality reduction techniques in ML algorithms
+- Application of ML algorithms is performed by using pipeline and hyperparameter search for fine tuning as an example.
+- Detailed information can be found via course link: https://bit.ly/intro_nlp
+## IMDB Movie Reviews Sentiment Analysis with TF-IDF
+- Using pipeline with the GridSearchCV to fine-tune hyperparameters, Logistic regression and SVM model are used to predict the sentiment analysis of a movie review. After that, model is saved and loaded again to test it with text.
+- pickle is used to save and load the model.