Awesome
Awesome e-Commerce
Collection of the links, dedicated to various eCommerce-specific data processing tasks.
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Products Attributes Extraction
- Multimodal Joint Attribute Prediction and Value Extraction for E-commerce Product
- Learning to Extract Attribute Value from Product via Question Answering: A Multi-task Approach
- Unsupervised Attribute Extraction for Online Listings
Products Classification and Categorization
- Image Classification for E-Commerce
- MSURU: Large Scale E-commerce Image Classification With Weakly Supervised Search Data
- Building a Text Classifier with Spacy 3.0
- Categorizing Products at Scale
Products matching, grouping, and de-duplication
- Product Matching in eCommerce using deep learning
- Detecting Image Duplicates at OLX Scale
- Improving automatic product classification for e-Commerce with image recognition
- “Is This You?” Entity Matching in the Modern Data Stack with Large Language models
Products' ratings
- How Not To Sort By Average Rating
- Python implementation of the Wilson Score Interval
- Ranking Items With Star Ratings
Products compatibility
Images
Vectorization
- Extract a feature vector for any image with PyTorch
- Similar Images Recommendations using FastAi and Annoy
Perceptual image hashes
Summarisation and keywords extraction
- Exploring Different Keyword Extractors — Statistical Approaches
- Exploring Different Keyword Extractors — Graph Based Approaches
- https://towardsdatascience.com/keyword-extraction-python-tf-idf-textrank-topicrank-yake-bert-7405d51cd839
- Keyword Extraction with BERT
Accessibility
- How To Make “Decorative” and “Functional” Images Accessible to All Users
- Accessibility for E-Commerce: 3 Best Practices For Navigational Links