- Predicting Customer Churn in a Telecom Company using Machine Learning
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- Detecting Parkinson’s Disease using Machine Learning Techniques
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Author Archive: Yugesh Verma
Customer Churn in a Telecom Company using Machine Learning project proposal
Posted on by Yugesh Verma
Project Title: Predicting Customer Churn in a Telecom Company using Machine Learning
Project Description:
The aim of this project is to predict customer churn in a telecom company using machine learning techniques. Customer churn is the rate at which customers stop using a company's services, and predicting it can help the company identify customers who are at risk of leaving, and take proactive measures to retain them.
As a student, you can start by understanding the concept of customer churn and how it affects a telecom company's business. You can then collect and preprocess a dataset of customer information, such as demographic data, call and text usage, billing information, and other customer data.
After preprocessing the data, you can perform exploratory data analysis to identify patterns and trends that may indicate a likelihood of churn. You can then use various machine learning techniques, such as logistic regression, decision trees, random forests, and support vector machines (SVMs) to build predictive models.
You can evaluate the performance of the models using metrics such as accuracy, precision, recall, and F1 score. Once the models have been trained and evaluated, you can deploy them to predict customer churn in real-time.
The final deliverable can be a report detailing the methodology, findings, and recommendations for the telecom company.
Expected Deliverables:
- A detailed analysis of the customer data and the factors that contribute to customer churn in the telecom industry.
- A set of machine learning models that can predict customer churn with high accuracy.
- A user-friendly web interface that allows the telecom company to input customer data and get predictions in real-time.
- A comprehensive report that details the methodology, findings, and recommendations for the telecom company.
Tools and Technologies:
- Python
- Scikit-learn
- Pandas
- NumPy
Project Timeline:
As a student project, the timeline can be flexible and depend on your availability. However, you can follow this timeline: Week 1: Understanding the concept of customer churn and the telecom industry Week 2-3: Data Collection and Preprocessing Week 4-5: Exploratory Data Analysis and Feature Engineering Week 6-7: Model Development and Evaluation Week 8: Report Writing and Presentation.
Automated Answer Grading System machine learning project
Posted on by Yugesh Verma
Buy Source Code ₹1501
Buy Project Report ₹1001
An Automated Answer Grading System is a machine learning-based Django project that allows teachers to automatically grade student answers in a fast and efficient manner. The system will use natural language processing techniques to analyze and compare the student's answer to the correct answer and assign a grade based on how closely the two match.
The project will consist of a web-based interface that teachers can use to upload student answers and view the results. Teachers will also have the ability to view detailed reports on student performance, including overall scores and breakdowns of individual question scores.
The system will be trained using a dataset of correct and incorrect answers, which will be used to develop the machine learning model that will be used to grade the student's answers. The model will use various natural language processing techniques such as text similarity, sentiment analysis, and topic modeling to compare the student's answer to the correct answer.
The project will be built using the Django web framework and will be hosted on a cloud platform such as AWS or Google Cloud. The frontend of the system will be designed using HTML, CSS, and JavaScript and will provide an easy-to-use and intuitive interface for teachers to interact with.
Overall, the Automated Answer Grading System will be a powerful tool for teachers that will allow them to grade student answers quickly and accurately, freeing up more time for other important teaching tasks.
Dataset
The dataset used is the Kaggle’s Automatic Essay Scoring dataset,can be downloaded from https://www.kaggle.com/c/asap-aes/data
Results
The models were tested using kappa statistic which is intending to compare labelling by different human annotators, not a classifier versus a ground truth. The kappa score is a number between -1 and 1. Scores above .8 are generally considered good agreement,zero or lower means no agreement For this project we have used an Algorithm in which we Combine all the topics into a single model and predicted the score using bi-directional LSTM. kappa score obtained is 0.74
Latest Artificial Intelligence Projects Topics & Ideas
Posted on by Yugesh Verma
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Zal Pro -ISP CRM With Radius & API Nulled Available
Posted on by Yugesh Verma
An Awesome ISP CRM At Affordable Price With Tons Of Features. Manage Your ISP Business More Efficiently Than Ever Before. Enjoy A Hassle-Free Business Experience With Zal Pro. Zal Pro Server is cloud-based Bandwidth Management Software. It provides billing system to reduce the extra cost of ISP. It also provides complain management system (CMS), user reports for solving internal operational problems. PHP Radius Server support mikrotik NAS management, user management, real-time bandwidth monitoring, various types of plan, load balancing and failover.
Support PPPoE, Hotspot & Static IP User
Support Multiple Connection Type Such As Radius PPPoE, Radius Hotspot, API PPPoE, API Hotspot & Static IP With MAC/IP Binding.
Real Time Bandwidth Usage & Online Users Monitoring
Monitor Real-Time Online Users & User's Bandwidth Usage With Beautiful Graph. Track User's Visited Sites & Many More Awesome Features.
Zal Pro Featrues
Radius AAA
Support Radius Authentication, Authorization, and Accounting (AAA).
Multiple NAS
Support Multiple NAS AT The Same Time (Radius & API).
Real-Time Bandwidth Graph
Real-Time User Bandwidth Usage Beautiful Graph.
Live Online Users Monitoring
Monitor & Manage Live Online Users. Support User Data Usage & Up-time.
Auto User Disconnection
User Auto Disconnect From Network Based On Expiration Date & Payment.
Manual User Disconnection
Manually Disconnect User From Network.
Support Custom Attributes
Support Custom Radius Attributes. Both Group & User Check/Reply.
Dynamic Bandwidth
Dynamic Bandwidth Based On Time. 12 Different Variations.
Data Volume Quota
Data Volume Quota Based On Package & User.
Unlimited Packages
Create Unlimited Packages For Users/Franchise/Dealer/Sub-Dealer. Set Base Price, Profit & Duration.
Support Pool & Expired Pool
Support Pool & Expired Pool Based On Package & Individually. Very Helpful To Redirect User After Expired.
Support IP Lock & Mac Binding
Lock User Connection Based On Device Mac & IP Address.
Support Pool & Expired Pool
Support Pool & Expired Pool Based On Package & Individually. Very Helpful To Redirect User After Expired.
Support IP Lock & Mac Binding
Lock User Connection Based On Device Mac & IP Address.
Re-Seller Management
Support Re-Seller/Franchise Network Under Admin Panel. Unlimited Franchises, Dealers, Sub-Dealers With Respective Panel & Users.
Powerful Accounting
Various Types Of Accounting Reports Including Two Different Sales Style, Payment, Ledger, Cash-flow, Invoice & More.
HRM & Attendance
Keep Track Of Staff Attendance & Manage Staff Permission Based On Staff Role.
SMS & Notification
Automatically Send Various Types Of SMS Notification To Users Phone.
Ticket System
Manage Tickets/Support More Smartly Now Than Ever Before With Our Ticket System.
Logs
Support Various Logs. Very Helpful To Monitor Activities By Admin/Re-Seller/User. Ex: Activity Log, Connection Log, Login Log etc.
Network Monitoring
Monitor Your Network Easily In One Click. Check Whether A NAS Is Online Or Offline.
User Tracking Log
Keep Every Step Of Your Users Roaming In Online. Full Details Of User's Visiting Site/App. Support Both TCP & UDP.
Token For Hotspot/PPPoE
Give Easy Internet Access To Your Users By Token. Very Helpful For WiFi Users. Users do not need to register.
FUP Data Quota
Support FUP Data Volume With Bandwidth Limit. Bandwidth Limit Will Drop If User Cross Data Volume Limit.
Support Session Limit
Disconnect User After Limited Session Ex: 120 Minutes. Also, Support Session Limit With Period Of Days.
Bandwidth Allocation By Time
Support Bandwidth Allocation By Time & Day. Set When Bandwidth Should Increase/Decrease.
Multiple Payment Gateway
Support Many Payment Gateways Such AS Paypal, Stripe, SSL Commerze, Bkash, PayFast etc.
Auto Renew
Support User Auto Renew. No Need To Manually Renew Every Month or End Of Service Period.
Easy DB Backup
Easily Backup Database By Bash Script. Fast, Secure & Reliable.
Auto Renew
Support User Auto Renew. No Need To Manually Renew Every Month or End Of Service Period.
Default login info is given below.
Users Roles
- Super Admin
- Admin
- Re-Seller franchise
- Re-Seller dealer
- Re-Seller subdealer
- User username
For Live Demo & Enquiry :
WhatsApps : +916263056779
Email : official@projectworlds.in
Script Come With :
- Free Installation support
- Free technical support
- Future product updates
- Quality checked by PROJECTWORLDS
- Lowest price guarantee
- 3 months support included
ChatGPT Flutter ChatGPT Moblie App
Posted on by Yugesh Verma
Looking for a fun and interactive chatbot? Look no further than Chat GPT AI! This artificial intelligence chatbot, powered by GPT-3 technology, is designed to entertain and engage users in conversation. search anything with AI, Chat GPT AI Chatter is the perfect app for you!
ChatGPT is the revolutionary new chatting app that combines the power of artificial intelligence with the convenience of messaging.
FLUTTER APP FEATURES:
- Design with Flutter For Android & iOS
- Dart Language
- Generate any image with dallee by open AI
- Write Content blog posts, Social media content with AI
- Easy to Understand Code
- Clean Code
GOOGLE ADMOB:
REQUIREMENTS:
- Android Studio / Vscode
- Flutter 3.3
INSTRUCTIONS:
- Download File
- Unzip File
- Open project in Android Studio or Vscode
PROJECT STRUCTURE:
- Screens – Contains all indiviual pages/ screen
- Theme- Contains all template styles and colors
- components – Contains reuseble widgets
For Live Demo & Enquiry :
Call/WhatsApp : +916263056779
Email : official@projectworlds.in
Script Come With :
- Free Installation support
- Free technical support
- Future product updates
- Quality checked by PROJECTWORLDS
- Lowest price guarantee
- 3 months support included
Multi-Tenancy eCommerce Platform Laravel
Posted on by Yugesh Verma
Multi-Tenancy eCommerce Website Builder SaaS PHP Scripts. It use Separate Database for each Tenants, so that your website load fast, has option to add custom domains. automatic subdomain creations and much more. it comes with a different 2 theme with necessary inner pages, it will help your tenant to eCommerce website easily without hassle or thinking much about design. it also has 20+ payment gateway, will more than 150currency support. It’s highly customisable, it comes with many awesome features, like drag & drop menu builder, drag & drop form builder, drag & drop widget builder and many more. it’s compatible with Desktop, laptop, mobile and also compatible with major browsers.
Features
- Unique Design
- 02 theme (10+ more theme coming soon)
- Powerful Admin Dashboard
- User Role Permission System (Super Admin Can Assign Role or Can Add New Admin)
- User Dashboard
- Tax Module
- Inventory Module
- Advance shipping Module
- Campaign Module
- Variant Module
- RTL Support
- Dynamic Page
- Page Slug Change Options
- Page Meta Tag Options
- Drag & Drop Menu Builder
- Drag & Drop Form Builder
- Drag & Drop Widgets Area Builder
- FAQ Page with google schema markup support
- Page Slug & Name Change
- 950+ Google Fonts
- Cache Settings
- Pre Made Pages Slug change
- Pre Made Pages Name change
- Custom CSS Settings
- Custom JS Settings
- Maintains Mode
- GDPR Cookie Settings
- Email Template Settings
- SEO Settings Available
- OG Meta Added
- Google Analytics Settings
- Live Chat Options
- Unlimited Color Option
- Dynamic Order Page
- FAQ Page
- Typography Settings
- Well Documented
- Quality Support
- Lifetime Update
For Live Demo & Enquiry :
Call/WhatsApp : +916263056779
Email : official@projectworlds.in
Script Come With :
- Free Installation support
- Free technical support
- Future product updates
- Quality checked by PROJECTWORLDS
- Lowest price guarantee
- 3 months support included
Vehicle Breakdown Assistance Management System Project in PHP Mysql
Posted on by Yugesh Verma
On Road Vehicle Breakdown Assistance system Project can search for list of mechanic at any location or the nearby locations which will help them in an unexpected situations raised by the mechanical issues of their vehicles. Only the Trusted mechanics can get listed here while the search. Road assistance for car . And there are available mechanic who can come and repair the mechanical issues in the users vehicle.
There are Three Modules , Admin , Users, Mechanics
User Module
- Register – User has to register their basic details to get access with this application service.
- Login – Once they have registered they need to login to avail the service at the needy time.
- View Details – Logging in with the application will provide you the lists of mechanics that have the approval of the application.
- Search records & call – So that the users can search the mechanic among the list according to their place and time.
- Post feedback – After all the process every user has to give their feedback with this application to about their adopted service through this medium.
Admin Module
- Customers : - View All Customers and Delete, Edit .
- Mechanics:- View All Mechanics and Delete, Edit .
- View All Feedbacks.
Mechanic Module
- Register – At first every mechanic has to register their details with the admin for getting approval.
- Login – Registered mechanics can login their accounts if they got their approval from the admin.
- Post details – Here mechanics have to post their details like name, location, services available, etc.
- View feedback – Using the feedbacks provided by the users/customers of the service mechanics have to maintain or improve their service.
Brief overview of the technology:
Front end: HTML, CSS, JavaScript
- HTML: HTML is used to create and save web document. E.g. Notepad/Notepad++
- CSS : (Cascading Style Sheets) Create attractive Layout
- Bootstrap : responsive design mobile freindly site
- JavaScript: it is a programming language, commonly use with web browsers.
Back end: PHP, MySQL
- PHP: Hypertext Preprocessor (PHP) is a technology that allows software developers to create dynamically generated web pages, in HTML, XML, or other document types, as per client request. PHP is open source software.
- MySQL: MySql is a database, widely used for accessing querying, updating, and managing data in databases.
Software Requirement(any one)
- WAMP Server
- XAMPP Server
- MAMP Server
- LAMP Server
Download Link
Online Gas Booking Project in Python Django
Posted on by Yugesh Verma
Buy Project Code ₹501
Buy Project Report ₹501
The Online Gas Booking System Project in Python Django has been developed to override the problems prevailing in the practicing manual system. This Project is Supported to eliminate and in some cases reduce the hardship faced by this existing system. More over this Project is designed for the particular need of the company to carry out operations in a smooth and effective manner
User Panel :
(Users first fill the signup form then login into their panel and do the following activities )
- Dashboard: This is the Welcome page for the customer.
- New Connection: In this section, customer sends the request for LPG connection to the organization
- Book Cylinder: When the organization provides a connection number then the customer can book his/her cylinder.
- Booking History: In this section, customer can view the history of gas booking.
- Search: In this section, customer can search gas booking records by entering the booking number.
- The customer can also update his profile, change the password and recover the password.
Admin Panel :
- Admin is the superuser of the website who can manage everything on the website. Admin can log in through the login page
- Dashboard: In this section, admin can see all detail in brief like the total new connection, total new connection,
- total on-hold connection, total approved connection, total rejected connection, total new booking, total confirmed booking, total canceled booking, total assign booking, total delivered LPG, total staff and total registered users
- Delivery Staff: In this section, admin can manage staff (add/update).
- Reg Users: In this section, admin can view the detail of registered users.
- Connection: In this section, admin can view the connection request admin also has the right to change connection status according to the current status and add his/her remarks.
- Booking: In this section, admin can view booking request and assign to delivery staff or cancel the booking.
- Assigned Booking: In this section, admin can change the status of booking according to the current status and add his/her remarks.
- Reports: In this section, admin can view booking and connection requests in a particular period.
- Search: In this section, admin can search booking and connection details with the help of booking number and connection number respectively.
- Admin can also update his profile, change the password and recover the password.
Technology Used in the project
- We have developed this project using the below technology
- HTML : Page layout has been designed in HTML
- CSS : CSS has been used for all the desigining part
- JavaScript : All the validation task and animations has been developed by JavaScript
- Python : All the business logic has been implemented in Python
- SQLite : SQLite database has been used as database for the project
- Django : Project has been developed over the Django Framework
Supported Operating System
- We can configure this project on following operating system.
- Windows : This project can easily be configured on windows operating system. For running this project on Windows system, you will have to install
- Python 2.7, PIP, Django.
- Linux : We can run this project also on all versions of Linux operating systemMac : We can also easily configured this project on Mac operating system.
Django Installation Steps :-
- Install Python 3.7 Or Higher
- Install Django version 3.0.8
- Install all dependencies cmd -python -m pip install --user -r requirements.txt
- Finally run cmd - python manage.py runserver
Online Lawyer Management System Project Using PHP MYSQL
Posted on by Yugesh Verma
The Online Lawyer Management System Project Using PHP MYSQL I made is definitely something unique. Because you can consider this an open platform for all the lawyers. Different lawyers from different locations will be able to join this system by providing some information. This system can also be known as a freelancing platform for the lawyers. Users will be able to search their suitable lawyers & hire them for an individual case. The primary goal of this system is to help finding suitable lawyers. So here a question can arise how we can ensure that the lawyer will suitable? In answer to that I can say, in this system I am using filtering option to find lawyer. This lawyer finding system won’t be a typical one. The system will give the user an option to filter their finding. Initially I am using three different filtering option in my system. Those are, 1. Seniority / Experience 2. Expertise 3. Location. By using these three options filtering I can assume that the user will definitely able to find the suitable lawyer for them. Moreover, he can also visit the lawyer’s profile to know about the lawyer in details. The user will be also able to send the lawyers a booking request for appointment by selecting date. If the lawyer accepts his request the user will be notified. In other hand, the lawyer will also be able to see the user’s details. When they get any booking request. Because only the registered users will be able send booking request. So basically, three user panel in my system.
Those are Three Modules
- Admin
- Lawyer
- General user.
Features of Lawyer Management System Project
- Building a web-based solution: I have built a web-based online lawyer management system where lawyers can be registered and found easily with filtering option.
- User log in system: I have created three types of user login system. 1. Admin 2. Lawyer 3. General user. Each type of users has to put their email ID and password to log in into the system.
- Register users with validation: I have created two types of user registration one is for lawyers and the other is for general users. I have created strong validation from the backend of the system which can’t be bypassed easily. Moreover, I have implemented mailing system for registration. Whenever a user is registered, they will receive an email & the password will be auto generated.
- Admin report generate: I have built a function for the admin in their dashboard. They will be able to check various information about their system. For example, how many lawyers are registered into their website, how many experienced lawyers are registered etc. all these data will be shown to them through pie charts.
- User friendly interface: I have tried to keep the user interface as much friendly as I can.
- Filtering search option: One of the major features of my system is general users will be able find lawyers through searching option.
- Booking system general user end: In this system general user can check out lawyer’s profile and send them booking request. Automatically an email will be generated and will be send to lawyer’s email. They will be able to see later whether their booking request is accepted or not.
- Booking system lawyers end: Lawyers will be able to check their latest booking requests once they are logged in. they will be also able to accept the booking request if they are agree to meet the client. They will also receive an email as a notification. Outline of Objectives:
- Admin will be able to login to the system with their registered id and password which is stored in database. System admin will be able to see lawyers and general user’s profile and manipulate their account
- Once lawyers are registered admin approval will be needed to login into the system. The admin will get the chance to verify whether the lawyer is genuine or not.
- Admin will also be able to block users from the system if any inconvenience happens.
- To make the system more secure and authentic. Users don’t have to give their password while registering. A secured password will be generated automatically and will be sent to the user into their private email.
- The system enables web-based booking system.
- Both type of user will be able to update their profile once they are logged in into the system.
- Any guest user will be able o see the lawyers and check their profile. But for booking the lawyer they must have to register
Brief overview of the technology:
Front end: HTML, CSS, JavaScript
- HTML: HTML is used to create and save web document. E.g. Notepad/Notepad++
- CSS : (Cascading Style Sheets) Create attractive Layout
- Bootstrap : responsive design mobile freindly site
- JavaScript: it is a programming language, commonly use with web browsers.
Back end: PHP, MySQL:
- PHP: Hypertext Preprocessor (PHP) is a technology that allows software developers to create dynamically generated web pages, in HTML, XML, or other document types, as per client request. PHP is open source software.
- MySQL: MySql is a database, widely used for accessing querying, updating, and managing data in databases.
Software Requirement(any one):
- WAMP Server
- XAMPP Server
- MAMP Server
- LAMP Server
How to run the Online Lawyer Management System Project Using PHP Mysql
- Download the zip file
- Extract the file
- Paste inside root directory(for xampp xampp/htdocs, for wamp wamp/www, for lamp var/www/html)
- Open PHPMyAdmin (http://localhost/phpmyadmin)
- Create a database with name lawyermanagement
- Import lawyermanagement.sql file(given inside the zip package in SQL file folder)
- Run the script http://localhost/lawyermanagement (frontend)
Download Link