From 243076d16f59b25cd7a79c3deaa6aedda9661785 Mon Sep 17 00:00:00 2001
From: ARNAB DAS
+
+ Tansaku
+
+### PROBLEM STATEMENT
+
+Multimodal Search and Product Discovery:
+How can we develop a generative AI system that enables multimodal search, allowing customers to find products by uploading images rather than using text-based queries?
+
+- In the online shopping and e-commerce era, enhancing user experience and enabling efficient product discovery is critical for businesses. Text-based queries can be ambiguous, leading to results that don't match the user's intent.
+- Some queries might be complex and hard to express accurately in text, especially for intricate or specialized products. Products with specific multimodal characteristics might be challenging to describe accurately in text, leading to potentially inaccurate results.
+- The challenge lies in creating a robust and effective system that can accurately understand and process user-uploaded images to retrieve relevant products from a vast catalog.
+
+### SOLUTION
+
+ The goal of this project is to develop a generative AI system that revolutionizes the way customers interact with e-commerce platforms by introducing multimodal search capabilities leveraging state-of-the-art LLM technologies.
+
+- This system will allow users to upload images of desired products or items, and then identify similar products from the product catalog, enhancing the user's shopping experience.
+- We develop a generative AI system that enables multimodal search, allowing customers to find products by uploading images rather than using text-based queries.
+
+### OUR APPROACH
+
+- For visual search, we’ve encoded query images using the trained encoder and then found similarly encoded representations from our dataset.
+- OpenAI's CLIP (Contrastive Language-Image Pretraining) model is used for embedding images.
+- Each of these embeddings is then saved to Pinecone Vector Database for semantic search against the query.
+- For product discovery, we generate new product images using the trained generator and display them to users based on their preferences.
+- Using FashinGPT and chatbot to give users fashion recommendations on asking questions.
+
+
+## 1. Project Architecture
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Languages
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+Frameworks
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+
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+## 5. Application Screenshots / Demo.
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