I will build a recommendation system for your business

Starter Recommendation System

Ideal for individuals or small businesses wanting a simple and ready-to-use solution.

Delivery Time
2 Days
Package Includes: see all
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Service details

Recommendation System for Your Business

I will build a custom recommendation system designed specifically for your business. This system will automatically suggest the most relevant products, services, or content to your users based on their behavior, preferences, or past interactions.


What You Will Receive

You will receive a fully functional recommendation system delivered as a Python script or notebook. The deliverable includes a trained model, clean and documented code, and a straightforward way to generate recommendations from your own data.

Depending on your needs, the system can be built using collaborative filtering, content-based filtering, or a hybrid approach that combines both methods for better accuracy and coverage.


How It Will Help Your Business

A recommendation system helps you deliver a personalized experience to every user. Instead of showing the same content to everyone, your platform will suggest items that each individual is most likely to engage with or purchase.

This leads to higher user satisfaction, increased sales, longer time spent on your platform, and stronger customer loyalty. Businesses that use recommendation systems consistently see improvement in conversion rates and repeat purchases.


What I Need From You

To get started, I will need a sample of your data or a description of your use case. This could be purchase history, browsing behavior, user ratings, or any interaction data you have available. If you do not have data yet, feel free to message me and we can discuss the best approach for your situation.


Why Work With Me

I deliver clean, well-documented code that is practical and easy to maintain. I focus on building solutions that fit your business workflow and produce real, measurable results.

Feel free to reach out before placing an order if you have any questions about your specific requirements.

Key details

  • Service Type
    Model TrainingFeature Engineering
  • Platform / Framework
    Scikit-LearnXgboost
  • Tech Stack / Tools
  • Programming Language
    Python
Special note from freelancer
Message me before ordering so I can recommend the right package. I deliver clean, accurate, and fully documented code tailored to your business. Your satisfaction is guaranteed and I will not stop until you are happy.
FAQs
Do I need to provide my own data?

It depends on the package. For the Basic package, no data is needed as the system is pre-built and ready to use. For the Standard and Premium packages, providing your own data is strongly recommended so the system can generate accurate and relevant recommendations specific to your business.

What type of data does the system work with?

The system works with any structured interaction data such as purchase history, product ratings, browsing behavior, watch history, or click data. If you are unsure whether your data is suitable, feel free to message me before placing an order

What industry is this suitable for?

The recommendation system can be applied to any industry that involves users interacting with products, services, or content. Common use cases include e-commerce, streaming platforms, online education, food delivery, and news or blog platforms.

Do I need technical knowledge to use the system?

No. Every delivery comes with clear documentation and step-by-step instructions so you can use the system without a deep technical background. For the Premium package, the code is also API-ready, making integration into your existing platform straightforward.

How accurate will the recommendations be?

Accuracy depends on the quality and size of your data. A larger and cleaner dataset will produce more relevant and reliable recommendations. I will always include performance metrics with your delivery so you can see exactly how well the system is performing.

How long does delivery take?

The Basic package is delivered within 2 days. The Standard package takes up to 5 days. The Premium package takes up to 10 days depending on the complexity of your data and the scale of your project.

Can I request changes after delivery?

Yes. Each package includes a set number of revisions. If something needs to be adjusted after delivery, simply let me know and I will make the necessary changes within the scope of your order.

Himmat Magar

Himmat Magar

Machine Learning Developer |Web Developer

AI Developer specializing in Machine Learning and intelligent applications. I build reliable AI models for classification, prediction, and automation, with end-to-end solutions from data processing to deployment. Focused on delivering accurate, scalable, and efficient AI systems tailored to real-world business needs.

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