92% 4 Level Deep Product Categorization with MultiLingual Dataset for Wholesale Marketplace

How we were able to reach 97% on top level categories, and 92% on bottom level categories with a multilingual dataset for a customer of Pumice.ai.

Matt Payne

December 20, 2024

Blog Posts for

Ecommerce

How we Improve Product Similarity Search with Fashion CLIP over Traditional CLIP

Explore how the implementation of Fashion CLIP, a domain-specific AI model, improves product similarity search in e-commerce by understanding complex product attributes, enhancing image-text alignment, and providing more accurate search results.

August 4, 2023
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92.44% Product Similarity through fine-tuning CLIP Model + Custom Pipeline for Image Similarity

A deep dive into how we reached SOTA accuracy in product similarity matching through a custom fine-tuning pipeline that refines the CLIP model for image similarity.

April 15, 2023
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PyTorch Image Classification for Product Recognition: SOTA Framework for SKU Recognition

How to build an image classification model in PyTorch with a real world use case. How you can perform product recognition with image classification

November 16, 2022
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Automatically Categorize Products To Google Shopping Categories in 4 Steps using Ai

Learn what Google Shopping categories are used for and how you can automate fitting products to this taxonomy using ai.

September 12, 2022
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Automatically Categorize Products To The Shopify Product Taxonomy in 4 Steps

Automatically categorize your Shopify store products to the Shopify Product Taxonomy instantly with ai based PIM software

September 9, 2022
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Ai Enhanced Product Information Management | How We can Automate PIM

Product information management (PIM) is one of the most important data management tasks for ecommerce and online retailers. Let’s look at what product information management is and how we can use artificial intelligence (AI) to optimize PIM tasks.

March 5, 2023
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Automatically Categorize Your Products To Google Product Taxonomy in 4 Steps

Categorize your ecommerce products to the 2021 google product taxonomy tree instantly with our Ai software

September 6, 2022
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The Ai Ecommerce Automation Tool Nobodies Talking About (Yet)

Surveying the current landscape of ecommerce automation and how you can use ai to automate huge chunks of your product management.

August 15, 2022
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Improve Your Product Catalog Optimization with Ai in 7 Easy Steps

What are the key benefits of product catalog optimization and how you can remove 90% of the manual labor required with Ai

August 15, 2022
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Leverage Ai Based Product Data Classification Software Instantly in 5 Steps

Classify your product data against an existing product category database or generate categories and tags in seconds using artificial intelligence

August 15, 2022
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Drive More Conversions: State of the Art Visual Search In Ecommerce | Building Visual Search (Ecommerce Focused)

A complete walkthrough guide on how to use visual search in ecommerce stores to create more sales and real examples of companies already using it.

April 26, 2022
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Optimal Date & Time Prediction For Personalized Email Marketing | How To Optimize Email Marketing

How you can optimize email marketing campaigns with machine learning based models that improve conversion & click-through rates.

April 19, 2023
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How LTV Prediction Can Improve Sales & Marketing Strategies

Learn how lifetime value or LTV prediction can improve your marketing strategies. Then, discover the best statistical & machine learning models for your predictions.

February 15, 2022
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Ecommerce Product Taxonomy & Categorization With GPT-3

How you can use GPT-3 to create higher order product categorization and product tagging from your ecommerce listings, and how you can create a powerful product taxonomy system with ai.

August 21, 2023
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5 Best Use Cases For Product Matching In Ecommerce & How You Can Implement Each One

5 ways you can use product matching software in ecommerce to create real value that raises your sales metrics and improves your workflow operations.

November 10, 2021
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5 Steps to Integrate a Product Recognition System Into Your Business

Product recognition software has tremendous potential to improve your profits and slash your costs in your retail business. Find out just how useful it is.

September 29, 2021
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Business Applications For GPT-3

GPT-3 is one of the most versatile and transformative components that you can include in your framework, application or service. However, sensational headlines have obscured its wide range of capabilities since its launch. Let’s take a look at the ways that companies and researchers are achieving real-world results with GPT-3, and examine the untapped potential of this 'celebrity AI'.

August 15, 2023
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Four Considerations For Implementing AI In Ecommerce & Retail

The landscape for AI in ecommerce has changed a lot recently. Some of the most popular products and approaches have been compromised or undermined in a very short time by a new global impetus for privacy reform, and by the way that the COVID-19 pandemic has transformed the nature of retail.

November 10, 2021
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How We Helped Automate Out 167.3 HR/MO Spent Managing Inventory With Image Recognition and Processing Using Computer Vision and Machine Learning

Inventory automation with computer vision - how to use computer vision in online retail to automate backend inventory processes

November 10, 2021
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