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Update README.md of ML and DS
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Kushal997-das authored Oct 19, 2024
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<br>

<h1> Explore <i>Machine Learning and Data Science 🎯</i> with three levels:-</h1>
<p>&nbsp;</p>

## Level 1: Basic 🚀

| S-No. | Projects | S-No. | Projects | S-No. | Projects |
|:--:|:--:|:--:|:--:|:--:|:--:|
| 01. | [ Covid 19 State-main ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Covid19state-main) | 02. | [ Diabetes Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Diabetes%20Prediction) | 03. | [ Exploratory Data Analysis (Retail) ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Exploratory%20Data%20Analysis(Retail)) |
| 04. | [ Face Mask Detector ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Face%20Mask%20Detector) | 05. | [ Prediction using Supervised ML ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Prediction%20using%20Supervised%20ML) | 06. | [ Prediction using Unsupervised ML ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Prediction%20using%20Unsupervised%20ML) |
| 07. | [Word Cloud](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Word-Cloud) | 08. | [ Red Wine Quality Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Red%20Wine%20Quality%20Prediction) | 09. | [Admission Prediction Using Linear Regression](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Admission%20Prediction%20Using%20Linear%20Regression) |
| 10. | [EDA on Netflix Data](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/EDA%20on%20Netflix%20Data) | 11. | [Heart Disease Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Heart%20Disease%20Prediction) | 12. | [KNN Algorithm](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/KNN%20Algorithm) |
| 13. | [Linear Regression from scratch](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Linear%20Regression%20from%20scratch) | 14. | [Medical Data Visualizer](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Medical%20Data%20Visualizer) | 15. | [Medical Insurance Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Medical%20Insurance%20Prediction) |
| 16. | [Movie Recommendation System](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Movie%20Recommendation%20System) | 17. | [Page View Time Series Visualizer](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Page%20View%20Time%20Series%20Visualizer) | 18. | [Sea Level Predictor](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Sea%20Level%20Predictor) |
| 19. | [Single Neural Network](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Single%20Neural%20Network) | 20. | [Titanic Survival Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Titanic_Survival_Prediction) | 21. | [Uber Analysis](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Uber%20Analysis) |
| 22. | [Walmart Analysis](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Walmart%20Analysis) | 23. | [Wine Quality Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Wine%20Quality%20Prediction) | 24. | [Water Quality Data EDA](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Water%20Quality%20Data%20EDA) |
| 25.| [Calorie Burnt Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Calorie%20Burnt%20Prediction)| 26.| [Super Resolution Using Deep Learning](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Super_Resolution_Using_Deep_Learning)
27.| [Admission Prediction Using Linear](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Super_Resolution_Using_Deep_Learning)

<br>
| S-No. | PROJECTS | S-No. | PROJECTS | S-No. | PROJECTS |
|:--:|:--:|:--:|:--:|:--:|:--:|
| 01. | [ Admission Prediction Using Linear Regression ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Admission%20Prediction%20Using%20Linear%20Regression) | 02. | [ Airbnb EDA Analysis ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Airbnb%20EDA%20Analysis) | 03. | [ Calorie Burnt Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Calorie%20Burnt%20Prediction) |
| 04. | [ Covid 19 State-main ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Covid19state-main) | 05. | [ Diabetes Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Diabetes%20Prediction) | 06. | [ EDA on Netflix Data ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/EDA%20on%20Netflix%20Data) |
| 07. | [ Exploratory Data Analysis (Retail) ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Exploratory%20Data%20Analysis(Retail) ) | 08. | [ Face Mask Detector ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Face%20Mask%20Detector) | 09. | [ Heart Disease Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Heart%20Disease%20Prediction) |
| 10. | [ KNN Algorithm ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/KNN%20Algorithm) | 11. | [ Linear Regression from scratch ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Linear%20Regression%20from%20scratch) | 12. | [ Medical Data Visualizer ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Medical%20Data%20Visualizer) |
| 13. | [ Medical Insurance Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Medical%20Insurance%20Prediction) | 14. | [ Movie Recommendation System ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Movie%20Recommendation%20System) | 15. | [ Page View Time Series Visualizer ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Page%20View%20Time%20Series%20Visualizer) |
| 16. | [ Prediction using Supervised ML ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Prediction%20using%20Supervised%20ML) | 17. | [ Prediction using Unsupervised ML ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Prediction%20using%20Unsupervised%20ML) | 18. | [ Red Wine Quality Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Red%20Wine%20Quality%20Prediction) |
| 19. | [ Sea Level Predictor ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Sea%20Level%20Predictor) | 20. | [ Single Neural Network ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Single%20Neural%20Network) | 21. | [ Super Resolution Using Deep Learning ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Super_Resolution_Using_Deep_Learning) |
| 22. | [ Titanic Survival Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Titanic_Survival_Prediction) | 23. | [ Uber Analysis ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Uber%20Analysis) | 24. | [ Walmart Analysis ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Walmart%20Analysis)
| 25. | [ Water Quality Data EDA ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Water%20Quality%20Data%20EDA) | 26. | [ Wine Quality Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Wine%20Quality%20Prediction) | 27. | [ Word Cloud ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Basic/Word-Cloud) |
| 28. | | 29. | | 30. | |
<p>&nbsp;</p>

## Level 2: Intermediate 🚀

| S-No. | Projects | S-No. | Projects | S-No. | Projects |
|:--:|:--:|:--:|:--:|:--:|:--:|
| 01. | [Covid Third Wave Forecasting ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Covid_Third_Wave_Forecasting) | 02. | [Exploratory Data Analysis - Terrorism](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Exploratory%20Data%20Analysis%20-%20Terrorism) | 03. | [Iris Webapp](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Iriswebapp-main) |
| 04. | [ Prediction using Decision Tree Algorithm ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Prediction%20using%20Decision%20Tree%20Algorithm) | 05. | [ Explore Buisness Analytics ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/To%20explore%20Business%20Analytics) | 06. | [Centroid-Digits](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Centroid-Digits) |
| 07. | [Digit Recognizer Using ANN](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Digit%20Recognizer%20Using%20ANN) | 08. | [IPL Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/IPL%20Prediction) | 09. | [Whatsapp Chat Analyzer](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Whatsapp%20Chat%20Analyzer) |
|10. |[2 Digit Classification](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/2_Digit_Classification)| 11. |[Crop Recommednation Using ML ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Crop%20Recommedation%20using%20ML)| 12. | [Loan Amount Prediction](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Loan%20Amount%20Prediction) | 13. | [ Disease_Predictor](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Disease_Predictor)


<br>
| S-No. | PROJECTS | S-No. | PROJECTS | S-No. | PROJECTS |
|:--:|:--:|:--:|:--:|:--:|:--:|
| 01. | [ 2 Digit Classification ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/2_Digit_Classification) | 02. | [ Centroid-Digits ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Centroid-Digits) | 03. | [ Covid Third Wave Forecasting ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Covid_Third_Wave_Forecasting) |
| 04. | [ Crop Recommednation Using ML ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Crop%20Recommedation%20using%20ML) | 05. | [ Digit Recognizer Using ANN ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Digit%20Recognizer%20Using%20ANN) | 06. | [ Disease_Predictor ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Disease_Predictor) |
| 07. | [Exploratory Data Analysis - Terrorism ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Exploratory%20Data%20Analysis%20-%20Terrorism) | 08. | [ IPL Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/IPL%20Prediction) | 09. | [ Iris Webapp ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Iriswebapp-main) |
| 10. | [ Loan Amount Prediction ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Loan%20Amount%20Prediction) | 11. | [ Prediction using Decision Tree Algorithm ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Prediction%20using%20Decision%20Tree%20Algorithm) | 12. | [ Explore Buisness Analytics ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/To%20explore%20Business%20Analytics)
|13. | [ Whatsapp Chat Analyzer ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Intermediate/Whatsapp%20Chat%20Analyzer) | 14. | | 15. | |
<p>&nbsp;</p>

## Level 3: Advanced 🚀

| S-No. | Projects | S-No. | Projects | S-No. | Projects |
| S-No. | PROJECTS | S-No. | PROJECTS | S-No. | PROJECTS |
|:--:|:--:|:--:|:--:|:--:|:--:|
| 01. | [ Detox ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/Detox) | 02. | [Timeline Analysis Covid-19](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/Timeline%20Analysis%20Covid-19) | 03. | [ Exploratory Data Analysis (Sports) ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/EXPLORATORY%20DATA%20ANALYSIS%20(SPORTS)) |
| 04. | [ Stock Market Prediction using Numerical and Textual analysis ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/Stock%20Market%20Prediction%20using%20Numerical%20and%20Textual%20Analysis) | 05. | [ EDA and Perform Modelling on Ionosphere dataset ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/EDA-and-Perform-Modelling-on-Ionosphere-Dataset-main) |

| 01. | [ Detox ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/Detox) | 02. | [ EDA and Perform Modelling on Ionosphere dataset ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/EDA-and-Perform-Modelling-on-Ionosphere-Dataset-main) | 03. | [ Exploratory Data Analysis (Sports) ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/EXPLORATORY%20DATA%20ANALYSIS%20(SPORTS)) |
| 04. | [ Stock Market Prediction using Numerical and Textual analysis ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/Stock%20Market%20Prediction%20using%20Numerical%20and%20Textual%20Analysis) | 05. | [Timeline Analysis Covid-19 ](https://github.com/Kushal997-das/Project-Guidance/tree/main/Machine%20Learning%20and%20Data%20Science/Advanced/Timeline%20Analysis%20Covid-19) | 06. | |

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