You will get a fully customized AI recommendation system to boost your business growth
Project details
Modern businesses lose revenue when users cannot find the right products or content at the right time. I build custom AI-powered recommendation systems that personalize user experience and increase engagement, retention, and sales.
Whether you need collaborative filtering, content-based filtering, or a hybrid model like Spotify or Netflix, I design scalable machine learning solutions tailored to your data and business goals.
My approach focuses on clean data processing, model optimization, and measurable performance improvements. You will receive well-structured Python code, proper evaluation metrics, and optional API or cloud deployment support.
If you want a production-ready recommendation engine that delivers real business impact not just an academic model this project is for you.
Whether you need collaborative filtering, content-based filtering, or a hybrid model like Spotify or Netflix, I design scalable machine learning solutions tailored to your data and business goals.
My approach focuses on clean data processing, model optimization, and measurable performance improvements. You will receive well-structured Python code, proper evaluation metrics, and optional API or cloud deployment support.
If you want a production-ready recommendation engine that delivers real business impact not just an academic model this project is for you.
What's included
| Service Tiers |
Starter
$150
|
Standard
$350
|
Advanced
$700
|
|---|---|---|---|
| Delivery Time | 7 days | 14 days | 21 days |
Number of Revisions | 2 | 3 | 5 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 1 | 3 |
Number of Graphs/Charts | 2 | 4 | 6 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | ||
Source Code |
Frequently asked questions
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MM
Miranda M.
Jun 6, 2026
Local LLM Setup - Standard Tier
About Abubakar
AI Engineer | Generative AI | RAG | API Development | Django FullStack
Lahore, Pakistan - 8:05 pm local time
Services I provide:
• AI chatbots & assistants (RAG-based, LLM-powered)
• Generative AI applications (LangChain, Ollama, CrewAI, Agno)
• Machine learning models (classification, regression, recommendations)
• NLP solutions (sentiment analysis, text classification, document Q&A)
• Backend development (Django, REST APIs)
• Model & AI service deployment (FastAPI + Docker + AWS)
Steps for completing your project
After purchasing the project, send requirements so Abubakar can start the project.
Delivery time starts when Abubakar receives requirements from you.
Abubakar works on your project following the steps below.
Revisions may occur after the delivery date.
Requirement Analysis
Understand business goals, dataset structure, and recommendation objectives.
Data Preprocessing
Clean, transform, and prepare user-item interaction data.