Design a Predictive Analytics Model with Flask API

Ashwini Prajapati

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About this service

Summary

I will build and deploy a custom predictive model using Flask, turning your data into actionable insights through an easy-to-use web app or API. My service includes end-to-end development, from data preprocessing to deployment on a free hosting platform. What makes me unique? I ensure a seamless, well-documented solution, with clean code, user-friendly design, and optional cloud deployment—all tailored to your needs. 🚀

Process

Project Workflow: From Start to Finish

1️⃣ Requirement Gathering – Understand your data, goals, and desired predictions. 2️⃣ Data Preprocessing – Clean, transform, and prepare data for model training. 3️⃣ Model Development – Build and train a predictive model using ML techniques. 4️⃣ Flask Web App/API Development – Create a user-friendly interface or API for predictions. 5️⃣ Testing & Optimization – Ensure accuracy, performance, and bug fixes. 6️⃣ Deployment – Host the app on a free platform (Render or PythonAnyWhere any other if you request). 7️⃣ Final Delivery & Documentation – Provide source code, setup guide, and post-delivery support.

What's included

Your Predictive Model Package
✅ Trained Machine Learning Model – Ready for predictions. ✅ Flask Web App – User-friendly interface for input and output. ✅ API for Predictions (Optional) – Easy integration with other apps. ✅ Data Preprocessing & Cleaning – Optimized for better accuracy. ✅ Deployment Guide – Steps to run the app on a local machine or server. ✅ Cloud Hosting (If Requested) – Deploy on Render or PythonAnywhere ✅ Source Code & Documentation – Well-structured code with setup instructions. ✅ Performance Report – Model accuracy and improvement suggestions. ✅ Post-Delivery Support – Help with setup and minor fixes. I will deploy your Flask model on free platforms like Render, Railway, or Hugging Face. If needed, I can also set it up on AWS, Google Cloud, or any preferred hosting with full documentation.

Duration

1 week

Skills and tools

Data Scientist

Data Analyst

Web Developer