You will get Build Personalized Recommendation Systems with Python
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Project details
I design and develop intelligent, data-driven recommendation systems using Python to help businesses deliver highly personalized and engaging user experiences. From product and content recommendations to user behavior modeling, I build solutions that are accurate, scalable, and aligned with your business objectives.
My solutions are built using proven machine learning techniques and best practices, ensuring reliability and real-world performance.
What you can expect from this project:
✔ Custom-built recommendation systems tailored to your data and goals
✔ Content-based, collaborative, and hybrid recommendation models
✔ Clean, well-documented, and production-ready Python code
✔ Scalable solutions optimized for accuracy and performance
✔ Clear explanations and guidance for future improvements
✔ On-time delivery with professional communication
I focus on delivering practical, maintainable systems that add measurable value to your product or platform. Clear communication, transparency, and client satisfaction remain my top priorities throughout the project.
My solutions are built using proven machine learning techniques and best practices, ensuring reliability and real-world performance.
What you can expect from this project:
✔ Custom-built recommendation systems tailored to your data and goals
✔ Content-based, collaborative, and hybrid recommendation models
✔ Clean, well-documented, and production-ready Python code
✔ Scalable solutions optimized for accuracy and performance
✔ Clear explanations and guidance for future improvements
✔ On-time delivery with professional communication
I focus on delivering practical, maintainable systems that add measurable value to your product or platform. Clear communication, transparency, and client satisfaction remain my top priorities throughout the project.
Machine Learning Tools
Amazon SageMaker, Apache Spark, Azure Machine Learning, ChatGPT, Cloudera, Deeplearning4j, GitHub Copilot, Google Data Studio, GPT-3, Keras, MATLAB, MLflow, NumPy, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, SAS, scikit-learn, SciPy, SQL, TensorFlow, Word2vec, XGBoostWhat's included
| Service Tiers |
Starter
$60
|
Standard
$140
|
Advanced
$250
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 11 days |
Number of Revisions | 0 | 2 | 4 |
Number of Model Variations | 1 | ||
Model Validation/Testing | |||
Model Documentation | - | - | |
Data Source Connectivity | - | ||
Source Code | - | - |
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AG
Andrew G.
Jun 26, 2026
Python Developers for AI Productivity Research Study
BD
Bryan D.
Jun 6, 2026
2 Hour AI Consultation & Collaboration
Hamyal is great. I appreciate her communication and diligence. I will work with her again.
BD
Bryan D.
Jun 6, 2026
For the extra 90 minutes today
So far, I appreciate Hamyal's working style and communication. She's very respectful, and knows what she's doing.
KF
Ken F.
Mar 26, 2026
Vapi job
Greatest person I ever hired and I truly mean that! WOW!
AA
Ahmad A.
Feb 8, 2026
AI Agent & Website Developer Needed for Innovative Project
Hamyal from Paisol Technology did an excellent job with web development and AI integration. Everything was implemented smoothly and exactly as requested. Great communication and timely delivery.
About Hamyal
Machine Learning Engineer | AI Agent Developer | Automation Expert
100%
Job Success
Gujranwala, Pakistan - 5:57 pm local time
I design and build 𝐞𝐧𝐝-𝐭𝐨-𝐞𝐧𝐝 ai systems that combine 𝐦𝐚𝐜𝐡𝐢𝐧𝐞 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠, 𝐚𝐮𝐭𝐨𝐧𝐨𝐦𝐨𝐮𝐬 𝐚𝐠𝐞𝐧𝐭𝐬, 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧, and 𝐟𝐮𝐥𝐥-𝐬𝐭𝐚𝐜𝐤 𝐚𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 into one cohesive, production-ready ecosystem.
𝐅𝐫𝐨𝐦 𝐝𝐚𝐭𝐚 𝐢𝐧𝐠𝐞𝐬𝐭𝐢𝐨𝐧 → 𝐌𝐋 𝐦𝐨𝐝𝐞𝐥𝐢𝐧𝐠 → 𝐢𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐭 𝐚𝐠𝐞𝐧𝐭𝐬 → 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐞𝐝 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬 → 𝐮𝐬𝐞𝐫-𝐟𝐚𝐜𝐢𝐧𝐠 𝐝𝐚𝐬𝐡𝐛𝐨𝐚𝐫𝐝𝐬, 𝐈 𝐡𝐚𝐧𝐝𝐥𝐞 𝐭𝐡𝐞 𝐜𝐨𝐦𝐩𝐥𝐞𝐭𝐞 𝐥𝐢𝐟𝐞𝐜𝐲𝐜𝐥𝐞 — 𝐞𝐧𝐬𝐮𝐫𝐢𝐧𝐠 𝐲𝐨𝐮𝐫 𝐀𝐈 𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧 𝐢𝐬 𝐫𝐞𝐥𝐢𝐚𝐛𝐥𝐞, 𝐬𝐜𝐚𝐥𝐚𝐛𝐥𝐞, 𝐚𝐧𝐝 𝐛𝐮𝐢𝐥𝐭 𝐟𝐨𝐫 𝐫𝐞𝐚𝐥-𝐰𝐨𝐫𝐥𝐝 𝐮𝐬𝐚𝐠𝐞.
🚀 𝐖𝐡𝐚𝐭 𝐈 𝐁𝐮𝐢𝐥𝐝 (𝐄𝐧𝐝-𝐭𝐨-𝐄𝐧𝐝)
🤖 𝐀𝐮𝐭𝐨𝐧𝐨𝐦𝐨𝐮𝐬 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 & 𝐎𝐫𝐜𝐡𝐞𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧
I specialize in "Agentic" workflows where AI can use tools, remember context, and collaborate:
Frameworks: LangGraph, CrewAI, and LangChain.
Capabilities: Tool-calling, persistent memory, and multi-agent systems.
Agentic Workflows: n8n-based logic for complex decision routing.
Use Cases: Automated Lead Qualification, AI Support Resolution, and Operations Routing.
📊 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 & 𝐏𝐫𝐞𝐝𝐢𝐜𝐭𝐢𝐯𝐞 𝐒𝐲𝐬𝐭𝐞𝐦𝐬
I build custom ML pipelines that turn raw data into foresight:
Forecasting: Predictive analytics for sales and market trends.
Security: Anomaly and fraud detection systems.
End-to-End MLOps: Data collection, feature engineering, model training, and monitoring.
⚙️ 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐭 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧
I replace manual overhead with event-driven ecosystems:
Platforms: Expertise in n8n, Make, and Zapier.
Custom Logic: Deep Python-based automations for complex logic.
Impact: Real-time reporting, automated sales pipelines, and AI-triggered operations.
🌐 𝐅𝐮𝐥𝐥-𝐒𝐭𝐚𝐜𝐤 𝐀𝐈 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭
I provide a single point of accountability for your entire application:
Backend: Production-grade FastAPI and Node JS APIs with RAG integration.
Frontend: React dashboards and AI Copilot interfaces.
Knowledge Bases: Vector databases like Pinecone and Weaviate for enterprise RAG.
🛠️ 𝐂𝐨𝐦𝐩𝐥𝐞𝐭𝐞 𝐓𝐞𝐜𝐡 𝐒𝐭𝐚𝐜𝐤
AI & Agents: LangGraph, CrewAI, LangChain, OpenAI, Claude, Gemini.
ML Systems: Python, PyTorch, Scikit-learn, Hugging Face.
Automation: n8n, Make, Zapier, Custom Python Scripting.
Full-Stack: React, FastAPI, Node JS, PostgreSQL, Vector Databases.
Infrastructure: AWS, GCP, Docker (Microservices-ready).
💡 𝐖𝐡𝐲 𝐂𝐥𝐢𝐞𝐧𝐭𝐬 𝐂𝐡𝐨𝐨𝐬𝐞 𝐌𝐞
Systems Thinking: I design interconnected AI ecosystems, not isolated features.
Production-First: No fragile prototypes. Every system is built to be secure and scalable.
Direct ROI: I focus on automation that pays for itself by reducing overhead and error.
𝐋𝐞𝐭’𝐬 𝐭𝐮𝐫𝐧 𝐲𝐨𝐮𝐫 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬 𝐢𝐧𝐭𝐨 𝐢𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐭, 𝐚𝐮𝐭𝐨𝐧𝐨𝐦𝐨𝐮𝐬 𝐬𝐲𝐬𝐭𝐞𝐦𝐬. 𝐌𝐞𝐬𝐬𝐚𝐠𝐞 𝐦𝐞 𝐭𝐨 𝐝𝐢𝐬𝐜𝐮𝐬𝐬 𝐡𝐨𝐰 𝐰𝐞 𝐜𝐚𝐧 𝐬𝐜𝐚𝐥𝐞 𝐲𝐨𝐮𝐫 𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧𝐬 𝐰𝐢𝐭𝐡 𝐀𝐈.
Steps for completing your project
After purchasing the project, send requirements so Hamyal can start the project.
Delivery time starts when Hamyal receives requirements from you.
Hamyal works on your project following the steps below.
Revisions may occur after the delivery date.
Project Understanding & Data Review
I clean, preprocess, and structure the data to ensure high-quality inputs for the model. Proper feature engineering improves accuracy and recommendation relevance.
Data Preprocessing & Feature Engineering
I clean, preprocess, and structure the data to ensure high-quality inputs for the model. Proper feature engineering improves accuracy and recommendation relevance.