From 19a5ee22688ce03ee18a9346d26ddc272e1afc36 Mon Sep 17 00:00:00 2001
From: Serhat Dinleyen <90914718+seroetr@users.noreply.github.com>
Date: Fri, 5 Aug 2022 13:56:55 +0300
Subject: [PATCH] Update README.md

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 README.md | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/README.md b/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.