You will get AI-Powered Product Recommendation System | Python, ML, E-commerce
Top Rated
Project details
Boost your sales, personalize user experiences, and increase retention with a powerful AI-based product recommendation system.
I’ll build a tailored machine learning solution that suggests relevant products using proven techniques like collaborative filtering (SVD) and cosine similarity. Whether you’re in e-commerce, retail, or B2B, this model can scale to thousands of transactions and adapt to real-time user behavior.
✅ What You’ll Get
🧠 AI-Powered Product Suggestions (SVD, Cosine, or hybrid)
📊 Metrics & Insights on user-product engagement
📂 Integration-ready system (Google Drive, Excel, Cloud, Local)
🔄 Handles large Excel/CSV files efficiently
👥 Ideal For:
• E-commerce & DTC brands
• Retail & inventory managers
• B2B platforms with customer-product interaction data
🧰 Tools & Skills:
Python, Pandas, NumPy, Scikit-learn, Matplotlib, Excel
💡 Why Choose Me:
✔️ Top Rated on Upwork
✔️ 20+ machine learning and analytics projects delivered
✔️ Clean, scalable code with documentation
✔️ Business-focused ML solutions built around your needs
I’ll build a tailored machine learning solution that suggests relevant products using proven techniques like collaborative filtering (SVD) and cosine similarity. Whether you’re in e-commerce, retail, or B2B, this model can scale to thousands of transactions and adapt to real-time user behavior.
✅ What You’ll Get
🧠 AI-Powered Product Suggestions (SVD, Cosine, or hybrid)
📊 Metrics & Insights on user-product engagement
📂 Integration-ready system (Google Drive, Excel, Cloud, Local)
🔄 Handles large Excel/CSV files efficiently
👥 Ideal For:
• E-commerce & DTC brands
• Retail & inventory managers
• B2B platforms with customer-product interaction data
🧰 Tools & Skills:
Python, Pandas, NumPy, Scikit-learn, Matplotlib, Excel
💡 Why Choose Me:
✔️ Top Rated on Upwork
✔️ 20+ machine learning and analytics projects delivered
✔️ Clean, scalable code with documentation
✔️ Business-focused ML solutions built around your needs
Machine Learning Tools
Apache Spark, Azure Machine Learning, ChatGPT, Google Sheets, Keras, Microsoft Excel, Microsoft Power BI, MLflow, NumPy, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, R, scikit-learn, SciPy, SQL, Tableau, TensorFlow, XGBoostWhat's included
| Service Tiers |
Starter
$100
|
Standard
$170
|
Advanced
$230
|
|---|---|---|---|
| Delivery Time | 14 days | 12 days | 10 days |
Number of Revisions | Unlimited | Unlimited | Unlimited |
Model Validation/Testing | - | - | |
Model Documentation | - | - | |
Data Source Connectivity | - | - | |
Source Code | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$50
Additional Model Variation
+$50
Model Validation/Testing
+$50
10 reviews
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JS
Joan S.
Jul 29, 2026
Market Research for Airbnb Apartment
Very fast and good job provided by Irfan.
BM
Bradford M.
Apr 17, 2025
Financial Data Analysis and Spreadsheet Creation
Irfan worked with me patiently as we went back and forth on iterations.
CR
Chris R.
Mar 20, 2025
Sales Analytics with Market Basket
Irfan has a high level of technical capability, communicates well, and completes data in a timely fashion. I will work with Irfan again!
LL
Luxury L.
Aug 7, 2024
Revenue Management
JG
John G.
Mar 6, 2024
Data Analyst - Tableau and SQL
Working with Ifran has been a game-changer for our call center operations. His mastery in Tableau and SQL has brought unparalleled value to our data analysis capabilities, enabling us to unlock insights we never thought possible.
From the onset, Ifran demonstrated a profound understanding of our objectives. He meticulously analyzed vast datasets, ranging from call durations and wait times to customer satisfaction scores and agent performance metrics. His ability to blend these complex datasets using SQL, and then visualize them in Tableau, provided us with a clear, actionable view of our operations.
Ifran's work empowered us to make informed decisions swiftly. One notable project involved identifying patterns in call volume and agent availability. He developed a dashboard that not only highlighted inefficiencies in real-time but also forecasted future call volumes with remarkable accuracy. This led to a strategic reshuffling of schedules and resources, significantly reducing wait times and improving both customer satisfaction and agent morale.
Moreover, his proactive communication and willingness to share knowledge made the collaboration smooth and educational for our team. Ifran went beyond just delivering reports; he ensured we understood how to interpret and utilize the insights effectively. His commitment to excellence, paired with his expertise in data analysis, has set a new standard for us.
For any organization looking to leverage data to enhance their operations, I cannot recommend Ifran highly enough. His contributions have been instrumental in our journey towards operational excellence, proving him to be not just a consultant, but a valuable partner in our growth.
From the onset, Ifran demonstrated a profound understanding of our objectives. He meticulously analyzed vast datasets, ranging from call durations and wait times to customer satisfaction scores and agent performance metrics. His ability to blend these complex datasets using SQL, and then visualize them in Tableau, provided us with a clear, actionable view of our operations.
Ifran's work empowered us to make informed decisions swiftly. One notable project involved identifying patterns in call volume and agent availability. He developed a dashboard that not only highlighted inefficiencies in real-time but also forecasted future call volumes with remarkable accuracy. This led to a strategic reshuffling of schedules and resources, significantly reducing wait times and improving both customer satisfaction and agent morale.
Moreover, his proactive communication and willingness to share knowledge made the collaboration smooth and educational for our team. Ifran went beyond just delivering reports; he ensured we understood how to interpret and utilize the insights effectively. His commitment to excellence, paired with his expertise in data analysis, has set a new standard for us.
For any organization looking to leverage data to enhance their operations, I cannot recommend Ifran highly enough. His contributions have been instrumental in our journey towards operational excellence, proving him to be not just a consultant, but a valuable partner in our growth.
About Irfan
Mathematician | STR Revenue Analyst | PriceLabs | Airbnb Optimization
100%
Job Success
Islamabad, Pakistan - 1:09 am local time
Every analysis I run is segment-controlled: same bedroom count, same property type, same neighborhood. The diagnosis comes before the pricing adjustment.
PriceLabs setup, audit, and optimization across 26 listings. Comp set calibration, base price anchoring, minimum stay strategy, and event-driven pricing configured against real segment data, not default settings.
Listing optimization based on title and description analysis across 250+ Airbnb listings in 5 markets. Only 5.6% had a strong SEO foundation. The most common gaps were keyword coverage (67%), title clarity (63%), and location signal (59%) features present but not communicated to the guest.
Revenue diagnostics separating pricing problems from demand-capture problems. In my analysis of 2,262 London 3BR listings, 42% were undercapturing demand relative to what their price position should support. The issue was rarely price alone check-in experience, communication, and value perception were stronger occupancy drivers than ADR.
Research foundation: 60,000+ Airbnb listings analyzed across 7 markets and 3 countries (Austin, Nashville, New Orleans, Montreal, Quebec City, London, Sydney). Multi-market pricing corridor analysis, demand leakage diagnostics, review-language trajectory modeling, and listing recovery analysis.
Tools: PriceLabs, Hostaway, OwnerRez. Familiar with Guesty, Hospitable, Hostfully. Python, LightGBM, XGBoost, CatBoost, NLP, SQL.
Background: MPhil in Mathematics, 10+ years teaching university-level Mathematics and Statistics, 5+ years applied data science. Top Rated on Upwork, 100% Job Success Score.
Available UK and US business hours for STR revenue consulting, listing optimization, pricing strategy, and market research.
Steps for completing your project
After purchasing the project, send requirements so Irfan can start the project.
Delivery time starts when Irfan receives requirements from you.
Irfan works on your project following the steps below.
Revisions may occur after the delivery date.
🔹 Steps to Get Started
1️⃣ Share Your Data – Provide transaction data in CSV/Excel format. 2️⃣ Data Processing & Model Training– clean, process, and apply machine learning techniques 3️⃣ Generate Recommendations 4️⃣ Delivery & Integration