diff --git a/Machine Learning and Data Science/Basic/Page View Time Series Visualizer/__pycache__/time_series_visualizer.cpython-311.pyc b/Machine Learning and Data Science/Basic/Page View Time Series Visualizer/__pycache__/time_series_visualizer.cpython-311.pyc new file mode 100644 index 000000000..2043c3255 Binary files /dev/null and b/Machine Learning and Data Science/Basic/Page View Time Series Visualizer/__pycache__/time_series_visualizer.cpython-311.pyc differ diff --git a/Machine Learning and Data Science/Basic/SMS Classification/README.md b/Machine Learning and Data Science/Basic/SMS Classification/README.md new file mode 100644 index 000000000..03cf86288 --- /dev/null +++ b/Machine Learning and Data Science/Basic/SMS Classification/README.md @@ -0,0 +1,22 @@ +# SMS Classification Project + +[![SMS Classification](https://img.shields.io/badge/SMS%20Classification-Level%20Intermediate-orange.svg?&style=for-the-badge&logo=TheSparksFoundation&logoColor=blue)](https://github.com/Kushal997-das/Project-Guidance/blob/main/Machine%20Learning%20and%20Data%20Science/Intermediate/SMS%20Classification) +[![Programming Language](https://img.shields.io/badge/Programming_Language-Python-blue.svg)](https://www.python.org/) +[![Main Tool Used](https://img.shields.io/badge/Main_Tool_Used-Jupyter_Notebook-orange.svg)](https://jupyter.org/) +[![Status](https://img.shields.io/badge/Status-Complete-green.svg)](https://github.com/Kushal997-das/Project-Guidance/blob/main/Machine%20Learning%20and%20Data%20Science/Intermediate/SMS%20Classification) + +> **Problem Statement:** +- Create an SMS Classifier that can classify SMS as spam or not. +- The classifier should predict the class of new data accurately. +- Implement various data handling techniques suitable for beginners. +- Use R or Python for the task. + +**[Dataset](https://github.com/Kushal997-das/Project-Guidance/blob/main/Machine%20Learning%20and%20Data%20Science/Intermediate/SMS%20Classification/spam.csv)** + +> **Solution:** +[**SMS Classification with Kaggle Notebook**](https://github.com/Kushal997-das/Project-Guidance/blob/main/Machine%20Learning%20and%20Data%20Science/Intermediate/SMS%20Classification/SMS%20Classification/.ipynb) + + + + +
\n | v1 | \nv2 | \n
---|---|---|
0 | \nham | \nGo until jurong point, crazy.. Available only ... | \n
1 | \nham | \nOk lar... Joking wif u oni... | \n
2 | \nspam | \nFree entry in 2 a wkly comp to win FA Cup fina... | \n
3 | \nham | \nU dun say so early hor... U c already then say... | \n
4 | \nham | \nNah I don't think he goes to usf, he lives aro... | \n
... | \n... | \n... | \n
5567 | \nspam | \nThis is the 2nd time we have tried 2 contact u... | \n
5568 | \nham | \nWill Ì_ b going to esplanade fr home? | \n
5569 | \nham | \nPity, * was in mood for that. So...any other s... | \n
5570 | \nham | \nThe guy did some bitching but I acted like i'd... | \n
5571 | \nham | \nRofl. Its true to its name | \n
5572 rows × 2 columns
\n\n | v1 | \nv2 | \nlength of SMS | \n
---|---|---|---|
0 | \nham | \nGo until jurong point, crazy.. Available only ... | \n111 | \n
1 | \nham | \nOk lar... Joking wif u oni... | \n29 | \n
2 | \nspam | \nFree entry in 2 a wkly comp to win FA Cup fina... | \n155 | \n
3 | \nham | \nU dun say so early hor... U c already then say... | \n49 | \n
4 | \nham | \nNah I don't think he goes to usf, he lives aro... | \n61 | \n
... | \n... | \n... | \n... | \n
5567 | \nspam | \nThis is the 2nd time we have tried 2 contact u... | \n161 | \n
5568 | \nham | \nWill Ì_ b going to esplanade fr home? | \n37 | \n
5569 | \nham | \nPity, * was in mood for that. So...any other s... | \n57 | \n
5570 | \nham | \nThe guy did some bitching but I acted like i'd... | \n125 | \n
5571 | \nham | \nRofl. Its true to its name | \n26 | \n
5572 rows × 3 columns
\nGaussianNB()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
GaussianNB()