We write in-depth about eCommerce, price monitoring and pricing strategies.
Product matching in Price2Spy Previous topic: (Part #9) ML does work, but it’s not magic Overall results did vary from one industry to another, from one client to another – is also very much depended on factors N (number of matching candidates) and...
Product matching in Price2Spy Previous topic: (Part #8) Product matching via ML: Testing on various industries/languages Next topic: (Part #10) Product matching via ML: The results Since we said that we cannot afford to have wrong matches in Price2Spy, we were...
Product matching in Price2Spy Previous topic: (Part #7) Product matching via ML: Post-processing Next topic: (Part #9) ML does work, but it’s not magic The Product Matching project had been going on for a while, now was the time to remember our...
Product matching in Price2Spy Previous topic: (Part #6) Evaluating ML training results Next topic: (Part #8) Testing on various industries/languages This part was logically the most difficult to comprehend, at least for me. Let’s give it a try: We have 50K products...
Product matching in Price2Spy Previous topic: (Part #5) ML training Implementation Next topic: (Part #7) Post-processing How do you know if your ML model works fine? The answer is seemingly simple: you run all of the potential matching combinations through Random Forest...
Product matching in Price2Spy Previous topic: (Part #4) Preparing the ML training set Next topic: (Part #6) Evaluating ML training results Our very first implementation step was a bit non-standard. While most of ML is done in Python, Price2Spy is...
Product matching in Price2Spy Previous topic: (Part #3) For ML experts – why is product matching so difficult? Next topic: (Part #5) ML training Implementation This part was particularly tough. When performing the product matching, one would need to...
Product matching in Price2Spy Previous topic: (Part #2) Product matching via Machine Learning - Important decisions to be made Next topic: (Part #4) Preparing the ML training set This chapter is of technical nature, and it explains the difficulties Price2Spy’s...
Product matching in Price2Spy Previous topic: (Part #1) Product matching via Machine Learning - Introduction to the project Next topic: (Part #3) Product matching via Machine Learning - For ML experts - why is product matching so difficult? Before kicking the project...
Product matching in Price2Spy Previous topic: Abstract Next topic: Product matching via Machine Learning - Important decisions to be made In the last couple of years, we have all witnessed the rise of new technology - Artificial Intelligence, or as we in Price2Spy prefer...