
Closed
Posted
Paid on delivery
I am building a web-based system that lets ordinary users input a few clinical values and instantly see risk predictions for Diabetes, Heart Disease, Parkinson’s, Liver Disorder, Kidney Disorder, several common Cancers, and Thyroid conditions. The core must run on Python with either Flask or Django and use scikit-learn models—specifically Logistic Regression and Random Forest—trained on reputable data sets that you will document. For the interface, stick to Bootstrap so the layout is both desktop- and mobile-friendly. I want a light/dark toggle, clean forms for each disease, and a dashboard that shows results history plus simple charts and analytic summaries. Standard email-and-password authentication is enough; an admin account should be able to review all stored predictions and manage user records. Please wire the app to SQLite for local development, but keep the ORM layer flexible so it can shift to MySQL in production. Code quality matters: structure the project cleanly, comment the training scripts, and separate the machine-learning logic from the views and routing. Deliverables must include: • Full source code with virtual-environment or [login to view URL] • Clear documentation covering model training, setup, and deployment steps • Help getting the app running on a fresh Linux VPS (gunicorn + Nginx is fine) If something in this brief is unclear, flag it early so we can keep the timeline tight.
Project ID: 40530989
71 proposals
Remote project
Active 3 days ago
Set your budget and timeframe
Get paid for your work
Outline your proposal
It's free to sign up and bid on jobs
71 freelancers are bidding on average ₹25,783 INR for this job

—>> Medical Risk Prediction System Development (Python + Machine Learning) <<— Hello, I’ll develop a secure, user-friendly healthcare prediction platform that leverages machine learning models to provide instant risk assessments for multiple diseases through an intuitive web interface and analytics dashboard. Key Features * User Registration & Authentication * Secure Email & Password Login * User Dashboard * Prediction History Tracking * Light & Dark Mode Toggle * Bootstrap Responsive Design * Mobile & Desktop Compatibility * Analytics & Summary Dashboard * Diabetes Risk Prediction * Heart Disease Prediction * Parkinson’s Prediction * Liver Disease Prediction * Kidney Disease Prediction * Cancer Risk Assessment Modules * Thyroid Disorder Prediction * Multi-Disease Prediction Platform * Logistic Regression Models * Random Forest Models * Model Training & Validation * Feature Engineering Pipeline * Prediction Confidence Metrics * Dataset Documentation * Model Performance Reporting * Scalable ML Architecture * Admin Dashboard * User Management * Prediction Monitoring * Analytics & Reports * Role-Based Access Control * Data Management Tools * Secure Session Handling * Audit & Activity Tracking * SQLite Database Integration WITH 3 MONTHS FREE SUPPORT AFTER DEVELOPMENT READY TO START WORK IMMEDIATELY!!!!! LET'S CHAT … Thanks
₹25,000 INR in 7 days
7.0
7.0

Hi, your "AI Health Prediction Web App" project is right in my wheelhouse. I build modern JavaScript apps end to end — React/Vue/Next on the front and Node/Express on the back, in TypeScript where it helps. Working with javascript, python, django, mysql, bootstrap, sqlite, flask, ai development, I focus on responsive, fast UIs, clean component structure, and reliable APIs — no page-builder shortcuts. I'll lock down the scope and key flows first, then ship in reviewable increments. Let's hop on a quick chat to align on your requirements? ⭐ 5.0/5 from a recent client: "Very Professional and On time delivery of the project" Final timeline and cost will be confirmed in chat after a complete understanding and documentation of the project expectations in detail.
₹33,750 INR in 5 days
6.7
6.7

PIMA, Cleveland, UCI Parkinson's, and the cancer datasets share almost no feature overlap. That makes the prediction history schema the real design call: a flat record means the chart layer hard-codes which columns belong to which disease, and that gets unwieldy at 8 domains. I'd use a polymorphic approach, one FeatureRecord submodel per domain, so the dashboard aggregates cleanly without baking disease names into the view logic. For the ML layer: trained joblib artifacts per disease loaded at app startup, a single predict() interface each disease module implements, Flask routes calling that interface rather than importing sklearn directly. Adding a 9th domain means adding a module, not editing controllers. What you'd get: Flask app with all 8 disease models trained on standard public datasets, per-disease input forms, results dashboard with per-domain history charts, Bootstrap 5 light/dark toggle, email/password auth with admin panel, SQLAlchemy with SQLite for dev and a one-line config swap to MySQL, gunicorn + Nginx deployment config, and training scripts with per-model docs. 37,500 INR, delivered in 7 days. This is an indicative estimate from the brief; I'll give you a firm quote once the scope is locked. Do you have specific datasets in mind, or should I go with the standard public ones?
₹37,500 INR in 7 days
5.6
5.6

Hi sir, Thank you for giving opportunity for biding... we have gone through your requirements and we can do your AI Health Prediction Web App according to your exact requirements. Why You Need To Go With Us? And What Special you get with us. • Your vision = Our mission • Your idea + Our expertise = Winner on Web • Cutting edge web technology & design • Innovative, Cost effective & Customized service • Pragmatic Approach • Constant communication with clients • Consistent performance • On-time delivery • Maintenance of global quality standards • Your online business + Our experience = Your success Python, Data Analytics, Data Science Portfolio IoT Data Analysis for Dairy Refrigerator Temperature Monitoring Real-time Object Detection using OpenCV and YOLO Supply Chain Management System Enterprise Data Warehouse Implementation Cloud Data Lake Migration Web Application Development for Wind Turbine Performance Prediction Data Analytics Platform for Supply Chain Optimization AI Bill System AI Try Dress
₹37,500 INR in 10 days
5.4
5.4

Krishna here from Delhi. As a seasoned AI developer with specialization in Flask and Python, I believe I bring a unique set of skills and experiences to your project. Over the years, my company has successfully delivered bespoke AI solutions that have addressed complex business challenges across various industries, medical sector being one of the most crucial. Our expertise in developing robotic process automation (RPA) tools and cutting-edge computer vision systems, combined with our comprehensive knowledge of advanced NLP and predictive analytics, makes us the perfect fit for your AI Health Prediction Web App. One area where we excel is in deploying state-of-the-art machine learning algorithms to build accurate predictive models. We have extensive experience working with scikit-learn models like Logistic Regression and Random Forest- the very ones you've specified in your project description. We are also well-versed in the use of reliable training datasets which we ensure documented meticulously for transparency and future reference. The variety and depth of our skills also extend to deploying scalable AI in cloud using technologies like Kubernetes and Docker, ensuring efficient management of big data which proves essential for a health prediction system dealing with diverse diseases. Additionally, our strong understanding of ORM layers makes it easy for us to shift platforms without compromise on code quality or functionality.
₹25,000 INR in 7 days
6.2
6.2

✋ Hi there. I can build your AI health prediction web app with multiple disease models and a clean dashboard. ✔️ I have built similar medical risk prediction systems using scikit-learn, Flask and Bootstrap with model training pipelines. I will develop a Flask or Django application with Logistic Regression and Random Forest models for all conditions you listed, implement user authentication with light/dark toggle, build a results dashboard with charts, use SQLite with ORM ready for MySQL, and document model training and deployment steps. Click the chat button and we can discuss the datasets and timeline. Best regards, Mykhaylo
₹25,000 INR in 7 days
5.0
5.0

Having built web applications and custom software systems for more than a decade, I believe I can meet your needs impeccably. My skills with Python and specifically in Flask and Django, combined with my experience in using scikit-learn for machine learning projects make me an ideal candidate for this project. I will develop clean and structured code, keeping the machine-learning logic distinct from views and routing. I will also provide comprehensive documentation covering model training, setup, deployment steps as requested. Being a full-stack developer allows me to oversee the entire development process from start to finish. With these hands-on capabilities of handling both frontend (Bootstrap, JavaScript) and backend (Python) technologies, I'll ensure your web app is user-friendly on both desktop and mobile devices. Given my meticulous nature, you can expect code that is easy to maintain in the future. Additionally, with my knowledge on protocols like gunicorn + Nginx used for web-deployment, I will help set up your app on a fresh Linux VPS without any hassle. Choosing me, you choose a talented professional who leverages technology efficiently to create scalable solutions that simplify complex challenges.
₹12,500 INR in 7 days
4.3
4.3

Hi,I am a seasoned Applied ML Engineer(6+ yoe) & I can build a modular Flask/Django healthcare risk-prediction platform covering multiple diseases,secure authentication,prediction history,admin controls,Bootstrap UI,& Linux VPS deployment My approach: -Source & document reputable disease-specific datasets,clean them,prevent leakage,& train Logistic Regression & Random Forest baselines -Evaluate each model using ROC-AUC,precision,recall,F1,sensitivity,specificity,& confusion matrix -Save preprocessing + model pipelines together so form inputs are transformed consistently at inference -Keep ML code separate from routes/views,with SQLite through ORM & easy MySQL migration -Build responsive Bootstrap forms,dark/light mode,user dashboard,charts,history,& admin management -Add clear medical disclaimers: outputs are risk estimates,not diagnoses Relevant experience: -Built an elderly cardiac-risk workflow using demographic,vital-sign,laboratory,& comorbidity variables,including missing-data handling,class balancing,model comparison,confusion-matrix analysis,SHAP interpretation,& patient risk bands -Developed healthcare anomaly & disease-risk pipelines for EHR-style data using rule-based clinical checks,z-scores,IQR,Isolation Forest,LOF,& supervised models -Worked on fetal-ultrasound AI applications where clinical inputs/images produced measurements,confidence scores,quality checks,visual outputs,& report-ready results through a user-facing dashboard
₹25,000 INR in 7 days
4.3
4.3

Hi, I’m Saswata Mukhopadhyay. I can help with AI/ML development, including model building, data processing, prediction systems, and integration with applications or devices. I focus on practical, reliable solutions and proper implementation based on project needs. Share your requirement, and I’ll be happy to review it and suggest the best approach.
₹15,000 INR in 7 days
3.8
3.8

As an experienced and proficient full stack developer, I offer a diverse skill set that aligns perfectly with your needs to build and deploy your AI Health Prediction Web App. I have deep expertise in Python, using both Flask and Django frameworks, paired with scikit-learn models which is crucial for the core of your web app. My proficiency in using Bootstrap for designing mobile-friendly interfaces will ensure your users will have a smooth interactive experience, while also meeting your specific requirements such as the light/dark toggle feature. In addition to these key technical skills, I offer an array of other competencies that are vital for the success of this project. Having developed scalable applications on various cloud platforms including AWS and DigitalOcean, deploying your app on Linux VPS (gunicorn + Nginx) would be a hassle-free process for me. Equally vital to the technical expertise, I bring forth well-honed communication skills - something I believe is a non-negotiable component for successful projects. You can expect regular updates, clear documentation, and any doubts or concerns you have will be immediately addressed; thus ensuring we remain on track with the provided timeline.
₹22,000 INR in 10 days
2.3
2.3

As a seasoned AI developer with a solid foundation in MySQL and Python, I am confident that I can bring your AI Health Prediction Web App to life. My team at Iterative Tech is known for delivering innovative and seamless software solutions, and we have a proven track record of success in executing complex projects just like this. Using the power of scikit-learn models, particularly Logistic Regression and Random Forest as per your requirements, I will ensure that our predictions are accurate and reliable. We not only train our models on reputable datasets, but we also document everything meticulously so that you have complete transparency into the logic driving the predictions. Furthermore, my team's expertise encompasses clean structure design, data analytics and effective deployment strategies aligning perfectly with your vision for the app. We understand the importance of code quality (eg: separating ML logic from views and routing) and proper documentation for smooth transitions, be it local development with SQLite which we're well-versed in or migration to production SQL databases like MySQL. So let's work together to revolutionize healthcare by creating an app that truly empowers users with personalized insights about their health!
₹24,000 INR in 10 days
2.7
2.7

Hello, I understand you need an AI-powered health prediction web application that allows users to assess risks for Diabetes, Heart Disease, Parkinson’s, Liver, Kidney, Cancer, and Thyroid conditions using scikit-learn models. The goal is to deliver a secure, user-friendly, and scalable platform with accurate predictions, analytics, and admin management capabilities. Here’s what I can provide: • Development of Flask/Django-based prediction modules using Logistic Regression and Random Forest models trained on well-documented datasets. • Responsive Bootstrap UI with light/dark mode, authentication, prediction history, dashboards, charts, and admin controls. • Clean project architecture with separated ML logic, ORM-based database design (SQLite/MySQL ready), deployment support, and comprehensive documentation. I bring over 4+ years of experience in Python, Django, Flask, Machine Learning, scikit-learn, and full-stack web development. I have built AI-driven applications, analytics dashboards, and production-ready systems with a strong focus on maintainability, performance, and user experience. Just to clarify a few things: • Do you already have preferred datasets for each disease, or should I recommend and document suitable public datasets? • Should prediction history include downloadable reports/export functionality for users and administrators? Please come to the chat box to discuss more about your project. Best regards Indresh Kushwaha
₹25,000 INR in 7 days
2.3
2.3

Hello, I came across your project and would be glad to help. I have experience building Python-based healthcare applications using Flask/Django, scikit-learn, Bootstrap, and relational databases. I can develop a secure web platform with disease prediction modules for Diabetes, Heart Disease, Parkinson’s, Liver, Kidney, Cancer, and Thyroid conditions using Logistic Regression and Random Forest models trained on documented datasets. The system will include responsive Bootstrap UI, light/dark mode, authentication, prediction history dashboards, charts, admin management, and a clean architecture that separates ML models from application logic. SQLite will be used for development with an easy migration path to MySQL for production. I will also provide complete source code, setup documentation, model training scripts, and deployment support for a Linux VPS using Gunicorn and Nginx. I'm ready to start immediately. Regards, Vandini
₹37,000 INR in 20 days
1.8
1.8

Hi, I reviewed your requirements and can build this as a clean, modular, production-ready web application. I have experience developing ML pipelines and integrating them into web applications. For healthcare projects, I understand the importance of data integrity, model reliability, and maintainable architecture. **My approach:** * **Django Backend:** Using Django with its ORM and admin panel for efficient management of users and prediction records. The database layer will support SQLite for development and MySQL for production. * **ML Pipeline:** The scikit-learn models will be implemented in a separate service layer, making it easy to add new diseases or update models without modifying core application logic. * **Code Quality:** Clean, well-documented, PEP 8 compliant code with organized project structure. * **Deployment:** I can provide VPS deployment support, including Gunicorn, Nginx, and a step-by-step deployment guide. **Why me?** I build complete end-to-end systems, not just scripts. My background in Python, machine learning, automation, and web development allows me to create scalable and maintainable solutions. You can also check my profile for my 5-star reviews and completed data-driven projects. I can start immediately. Do you already have the datasets prepared, or should data cleaning and preprocessing be included in the project scope? Best regards, Marwan M.
₹15,000 INR in 2 days
1.8
1.8

Hello, I'm Mubashir, a Full-Stack Developer with 6+ years of experience building web apps using Python and frameworks like Django and Flask. I can help with your AI Health Prediction Web App, which requires a robust system for risk predictions using scikit-learn models. I have extensive experience in developing such systems. - I will set up a Python environment using Flask or Django to handle user input and integrate scikit-learn models. - I will design a responsive interface with Bootstrap, implementing clean forms and a dashboard for analytics. - I will connect the app to SQLite for local development and ensure the ORM layer is flexible for future MySQL deployment. - I will ensure high code quality by structuring the project neatly and separating machine-learning logic from views. - I will deliver clear documentation covering model training, setup, and deployment steps. My Portfolio: https://www.freelancer.com/u/mubashir021 If you're still considering options, I'd be happy to provide a FREE detailed quotation and project proposal with a suggested roadmap. Mubashir Ahmed
₹26,220 INR in 10 days
0.6
0.6

Hello, I hope you’re doing well. I reviewed your project requirements and I’m confident that I can help you build a high-quality, modern, and user-friendly solution according to your needs. Health Prediction Web App I’m Ankur, a Full Stack Developer with 7+ years of experience in: * Custom Website Development * E-commerce Development * Mobile App Development * Flutter App Development * Android & iOS Applications * WordPress & PHP Development * UI/UX Design * Admin Panels & APIs I have successfully completed 500+ projects for startups, businesses, and individual clients worldwide. Why work with me? ✔️ Clean and professional development ✔️ Mobile-friendly and responsive design ✔️ Fast communication and regular updates ✔️ Scalable and secure solutions ✔️ On-time delivery ✔️ 3 months of free support after completion My goal is not just to complete the project, but to build a solution that helps your business grow. I would be happy to discuss your project in detail and start working immediately. Looking
₹30,000 INR in 12 days
0.2
0.2

As an experienced full stack developer who's well-versed in both the MEAN and MERN stacks, I believe I'm the right candidate for your AI Health Prediction Web App project. Leveraging my solid skills in Python (including Flask and Django), scikit-learn models such as Logistic Regression and Random Forest, I'm proficient in gathering and working with reputable healthcare datasets to train precise predictive models. Such competence will enable me to develop a python core that will seamlessly cater to the risk predictions you require for those specific diseases. On the front-end aspect, I have extensive experience using Bootstrap that guarantees not only user-friendly interfaces but light/dark toggles, clean forms for each disease, and insightful analytics summaries essential for your project. Finally, let's talk about long-term viability and scalability. Through dedicating myself to a meticulous structuring of codebases and implementing robust security measures like JWT and OAuth for authentication, I always ensure my projects are ready for substantial growth over time without compromising on speed or performance.
₹15,000 INR in 9 days
0.4
0.4

Hello!!! I have thoroughly studied your project and I am completely confident in its delivery... My main advantage is to provide you with excellent quality at a very competitive price and in the fastest possible time - without sacrificing any detail. I practically "insure" this project for you - I will not rest until you are 100% satisfied with the final output. For complete peace of mind, I will share with you every step of the way. *3 months of post-project support and support = special and completely free sample* I am ready to start right now...
₹15,000 INR in 7 days
0.0
0.0

As a dedicated Web Developer, I have spent considerable time expanding my technical acumen to include complex technologies such as AI Development and JavaScript, skills that are key to the success of your project. I am experienced in developing and deploying user-friendly web applications such as the one you've described. My solid foundation in working with Python and Flask coupled with usage of scikit-learn models makes me adept at implementing the AI aspect of your project. Moreover, maintaining clean well-structured codes with undeterred focus on code quality is one of my highest priorities. I guarantee to provide you with a fully functional application sparred no detail in proper documentation. My extensive experience with database management utilizing SQLite and proficiency in cloud services will ensure successful deployment even if we opt for MySQL. In conclusion, my ultimate goal is your satisfaction which drives every step of my process from initial development to long-term support. Let us work together and I promise you, Huffington Health AI will grace the internet as a reliable resource thanks to my careful hands. Looking forward to building this impactful platform
₹25,000 INR in 3 days
0.0
0.0

Hi, This is a well-defined project — multi-disease prediction with scikit-learn on a clean Python backend is exactly my stack. My approach: Backend: FastAPI (or Flask if preferred) with separate ML service layer — models trained per disease using Logistic Regression + Random Forest on standard public datasets (UCI, Kaggle — all documented) Frontend: Bootstrap 5 — clean forms per disease, light/dark toggle, results dashboard with history charts Auth: email/password with admin role for reviewing predictions and managing users DB: SQLite (dev) → MySQL (prod) via SQLAlchemy ORM Deployment: gunicorn + Nginx on Linux VPS, full setup guide included ML logic stays fully decoupled from views and routing. Code is commented, structured, and ships with requirements.txt. I can deliver in 7–10 days. What datasets do you prefer if you have a preference — or should I select and document them?
₹15,000 INR in 7 days
0.0
0.0

Bengaluru, India
Member since Oct 3, 2025
$5000-10000 USD
$3000-5000 USD
₹37500-75000 INR
£20-250 GBP
€30-250 EUR
$250-750 USD
$8-15 USD / hour
$750-1500 USD
$750-1500 AUD
₹600-1000 INR
$250-750 USD
min $50 AUD / hour
$100-300 USD
₹12500-37500 INR
$750-1500 AUD
$30-250 USD
$60-80 USD
$30-250 USD
₹12500-37500 INR
₹12500-37500 INR