From fb359e209a3b0a7c6ebe40117f40a2c36c2bdfc9 Mon Sep 17 00:00:00 2001 From: Yuvanshu5 Date: Sat, 18 Jul 2026 17:25:33 +0530 Subject: [PATCH 1/2] Adding a readme file for users --- README.md | 70 ++++++++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 69 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 3162854..ba0c183 100644 --- a/README.md +++ b/README.md @@ -1 +1,69 @@ -# This repository contains Simplilearn's Machine Learning Projects. +# Machine Learning Projects + +This repository contains machine learning project exercises, dataset references, and project descriptions from Simplilearn. + +## Repository Overview + +The repo is organized into three main sections: + +- `Projects/Course End Projects` — end-of-course exercises with problem statements and dataset links. +- `Projects/Projects for Practice` — practice projects for hands-on learning. +- `Projects/Projects for Submission` — submission-ready projects with written requirements and dataset packages. + +## Project Summaries + +### Course End Projects + +- `Project 9.1 - Uber Fare Prediction` + - Objective: Build a regression model to predict taxi fare amounts. + - Data includes trip details such as pickup/drop locations, passenger count, and fare. + - Path: `Projects/Course End Projects/Project 9.1 - Uber Fare Prediction` + +- `Project 9.2 - Amazon.com - Employee Access` + - Objective: Build a classification model to predict whether an employee should have access to a given resource. + - Data includes employee role and access attributes for automatic access provisioning. + - Path: `Projects/Course End Projects/Project 9.2 - Amazon.com - Employee Access` + +### Projects for Practice + +- `Practice Project 1 - MNIST classifier` + - Objective: Train a classifier on handwritten digit images. + - Data is stored under `Projects/Projects for Practice/Practice Project 1 -MNIST classifier/Dataset for the project/images`. + +- `Practice Project 2 - Phishing detector with KNN` + - Objective: Build a KNN-based model to detect phishing websites. + - Dataset includes URL and phishing indicator features. + - Path: `Projects/Projects for Practice/Practice Project 2 -Phishing detector with KNN/Dataset for the project` + +### Projects for Submission + +- `Project 1 - Mercedes-Benz Greener Manufacturing` + - Objective: Predict the time a Mercedes-Benz vehicle spends on the test bench using feature combinations. + - Uses a manufacturing dataset to optimize testing efficiency. + - Path: `Projects/Projects for Submission/Project 1 - Mercedes-Benz Greener Manufacturing` + +- `Project 2 - Income Qualification` + - Objective: Predict household income qualification levels using proxy means test features. + - Path: `Projects/Projects for Submission/Project 2 - Income Qualification` + +- `Project 3 - Phishing Detector using LR` + - Objective: Train a logistic regression model to classify websites as phishing or legitimate. + - Dataset includes 30 website parameters and a binary class label. + - Path: `Projects/Projects for Submission/Project 3 - Phishing Detector using LR` + +- `Project 4 - California Housing Price Prediction` + - Objective: Predict median house values for California districts using census data. + - Dataset includes features such as longitude, latitude, housing median age, and median income. + - Path: `Projects/Projects for Submission/Project 4 - California Housing Price Prediction` + +## How to Use This Repository + +1. Open the project folder you want to work on. +2. Review the project statement and dataset links inside the project directory. +3. Extract any ZIP archives in `Dataset for the project` folders before loading the data. +4. Use Python `pandas`, scikit-learn, or your preferred ML framework for analysis and model training. + +## Notes + +- Some datasets are packaged as ZIP files in the submission projects and need to be extracted. +- The `Projects` folder contains detailed problem statements and supporting documents for each exercise. From d6530801a619bdb1d18aaa1520594cb92604df6e Mon Sep 17 00:00:00 2001 From: Yuvanshu5 Date: Sat, 18 Jul 2026 17:26:51 +0530 Subject: [PATCH 2/2] Adding a readme file --- .../Dataset for the project/desktop.ini | 3 --- 1 file changed, 3 deletions(-) diff --git a/Projects/Projects for Practice/Practice Project 2 -Phishing detector with KNN/Dataset for the project/desktop.ini b/Projects/Projects for Practice/Practice Project 2 -Phishing detector with KNN/Dataset for the project/desktop.ini index 64a4af2..ff22dc6 100644 --- a/Projects/Projects for Practice/Practice Project 2 -Phishing detector with KNN/Dataset for the project/desktop.ini +++ b/Projects/Projects for Practice/Practice Project 2 -Phishing detector with KNN/Dataset for the project/desktop.ini @@ -1,5 +1,2 @@ [.ShellClassInfo] InfoTip=This folder is shared online. -IconFile=C:\Program Files\Google\Drive\googledrivesync.exe -IconIndex=12 - \ No newline at end of file