You will get Enhancing Product Recommendation system
Project details
A fashion platform aimed to enhance its user experience by developing an advanced AI and computer vision-based product recommendation system. The goal was to deliver fast, interactive, and personalized suggestions to boost engagement and sales.
Key Phases:
Data Analysis and Organization:
Products were tagged with attributes like type, occasion, material, and season.
Products were grouped into collections using a structured in-memory organization.
Initial System Development:
Used tag encoding and cosine similarity but faced issues with outdated and less diverse recommendations.
Transition to Computer Vision:
Implemented feature extraction to analyze product images.
Combined tag-based logic with image-based cosine similarity for improved recommendations.
Results:
Increased novelty and diversity in recommendations.
The click-through rate for similar products improved to nearly 50%.
Positive feedback and improved engagement metrics.
Future Enhancements:
Collaborative filtering, basket analysis, and dynamic curated collections using reinforcement and deep learning.
Let’s discuss how I can build or optimize an AI-based recommendation system for your platform!
Key Phases:
Data Analysis and Organization:
Products were tagged with attributes like type, occasion, material, and season.
Products were grouped into collections using a structured in-memory organization.
Initial System Development:
Used tag encoding and cosine similarity but faced issues with outdated and less diverse recommendations.
Transition to Computer Vision:
Implemented feature extraction to analyze product images.
Combined tag-based logic with image-based cosine similarity for improved recommendations.
Results:
Increased novelty and diversity in recommendations.
The click-through rate for similar products improved to nearly 50%.
Positive feedback and improved engagement metrics.
Future Enhancements:
Collaborative filtering, basket analysis, and dynamic curated collections using reinforcement and deep learning.
Let’s discuss how I can build or optimize an AI-based recommendation system for your platform!
AI Development Type
Deep Learning, Knowledge Representation, Model Tuning, Recommendation SystemAI Tools
OpenCV, PyTorch, TensorFlowAI Development Language
PythonWhat's included $1,000
These options are included with the project scope.
$1,000
- Delivery Time 7 days
- Number of Revisions 2
- AI Model Integration
Optional add-ons
You can add these on the next page.
Fast 5 Days Delivery
+$100
Additional Revision
+$200
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About Naveed Ahmed
Full-Stack Developer | Business Automations, & Technical Lead
80%
Job Success
Karachi, Pakistan - 8:36 am local time
Hi, I’m Naveed Ahmed Jawaid, a seasoned developer and technical lead with 10+ years of experience delivering end-to-end digital solutions. I specialize in full-stack development, mobile app development, and industrial automation, API integrations, helping businesses streamline operations, enhance user experiences, and achieve scalable growth. Whether you need a custom software solution, seamless integrations, or an automated system, I’m here to turn your ideas into reality.
Here’s What I Bring to the Table:
✔️ API Integrations & Third-Party Tools:
Expert in Stripe (payment gateways), Klaviyo (email marketing), Zendesk (customer support), Twilio (communication APIs), SendGrid (email delivery), and Chatbots (AI-driven customer engagement).
Seamless integration of third-party services to enhance functionality and user experience.
✔️ Backend Development:
Proficient in ASP .NET Core, Python, PHP, and Node.js for building robust, scalable backend systems.
Custom API development and database management for efficient data handling.
✔️ Frontend Development:
Expertise in React.js, Next.js, Vue.js, and Razor Pages for creating dynamic, responsive, and user-friendly interfaces.
Focus on performance optimization and seamless user experiences.
✔️ Mobile App Development:
Skilled in React Native and Flutter for building cross-platform mobile applications.
Custom mobile solutions tailored to your business needs, from concept to deployment.
✔️ DevOps & Cloud Infrastructure:
Expertise in AWS (EC2, ECS, Lambda, S3, RDS, CloudFormation) and Azure (Functions, AKS, DevOps, Blob Storage).
CI/CD pipelines using Jenkins and GitLab CI, along with containerization via Docker and Kubernetes.
✔️ Database Management:
Proficient in MySQL, MongoDB, DynamoDB, ClickHouse, MS SQL, Redis, Elasticsearch, and Firebase for efficient data storage and retrieval.
✔️ Industrial Hardware Integration & Automation:
Specialized in handheld device integration, warehouse conveyor management, SMD screen integration, and monitoring real-time operations.
Automation solutions to improve efficiency and reduce manual intervention in industrial processes.
✔️ UI/UX Design:
Intuitive and visually appealing designs crafted with tools like Figma, Adobe XD, and Sketch.
Wireframing, prototyping, and user-centric design to ensure an exceptional user experience.
✔️ E-Commerce Solutions:
End-to-end e-commerce development on platforms like Shopify, WooCommerce, and Magento.
Custom store setups, theme customization, and integration with payment gateways and third-party APIs.
✔️ Custom Software Development:
Tailored software solutions to automate workflows, improve efficiency, and solve complex business challenges.
Expertise in PHP, Laravel, Node.js, and Python for backend development.
Why Choose Me?
✅ End-to-End Solutions: From backend development to frontend design, mobile apps, and industrial automation, I handle all aspects of your project.
✅ Proven Expertise: With 100+ successful projects delivered, I bring a track record of quality and reliability.
✅ Clear Communication: I prioritize transparency and collaboration, keeping you informed at every stage.
✅ Timely Delivery: I respect deadlines and ensure your project is delivered on time, every time.
Let’s Build Something Amazing Together!
Whether you’re looking to integrate cutting-edge APIs, develop a custom software solution, or automate industrial processes, I’m here to help you achieve your goals. Let’s discuss your project and turn your vision into reality.
📩 Reach out today, and let’s get started!
Steps for completing your project
After purchasing the project, send requirements so Naveed Ahmed can start the project.
Delivery time starts when Naveed Ahmed receives requirements from you.
Naveed Ahmed works on your project following the steps below.
Revisions may occur after the delivery date.
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