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"Product Matching", Rinat Gareev, Data Science MeetUp @ Kazan, 11.07.2017

How to Implement Neural Networks for Product Matching:
1. "Product Matching", Rinat Gareev, Data Scientist at Provectus;
2. Me Kazan Federal University NLP - Information Extraction (entities, events) Textocat NLP - Information Extraction (entities, events) Quest.AI NLP - Goal-oriented chat-bots Dialtech NLP - Neural & Rule-based & Hybrid QA systems ??? <NaN> NLP - Churn Prediction for Dating Service Provectus NLP - Product Matching;
3. Data available for domain-specific QA training;
4. Data from a Dating Service;
5. Outline ● Task ● Related Work ● Current Solution ● Work in Progress;
6. Task a case of Entity Linking, Record De-duplication and so on;
7. Example 1 Item 1 Item 2 Title F1282 Certified 100% Natural Grade A Jade Jadeite Bangle Bracelet 52x46.1mm F1281 Certified 100% Natural Grade A Jade Jadeite Bangle Bracelet 61.8mm Specs Color: As Shown Main Stone: Jade Secondary Stone: Jadeite Main Stone Creation: Natural Style: Bangle Main Stone Treatment: Not Enhanced Country of Manufacture: China Color: As Shown Main Stone: Jade Secondary Stone: Jadeite Main Stone Creation: Natural Style: Bangle Main Stone Treatment: Not Enhanced Country of Manufacture: China Description ... ... Does this pair describe the same thing?
8. Example 2 Item 1 Item 2 Title Authentic HERMES Bijouterie Fantaisie Selle Clip-On Earrings Silvertone #S1742 E Auth HERMES Earrings Sellier Clip-on Silver Tone Round $0 Ship 25130490900 S06B Specs Brand: HERMES Size(cm): W1.8 x H1.8 cm(Approx) Color: Silver Size(inch): W0.7 x H0.7" (Approx) Style: Earrings Rank: B Brand: Hermes Fastening: Clip-On Style: Clip on Country/Region of Manufacture: Unknown Metal: Silver Plated Main Color:Silver Color: Silver Description ... ... Does this pair describe the same thing?
9. Example 3 Item 1 Item 2 Title Rose Gold Plate Hunter Case Elgin Grade 96 Pocket Watch 7 Jewels 18 Size CA1896 Mountain Cabin Scene Hunter Case Waltham Pocket Watch 18 Size 15 Jewels CA1892 Specs Brand: Elgin Escapement Type: Lever Year of Manufacture: 1890-1899 Movement: Mechanical (Hand-winding) Closure: Full Hunter Number of Jewels: 7 Jewels Material: Gold Plated Country/Region of Manufacture: United States Features: 12-Hour Dial Pocket Watch Size: 18 Brand: Waltham Movement: Mechanical (Hand-winding) Year of Manufacture: 1890-1899 Escapement Type: Lever Material: Gold Filled Pocket Watch Size: 18 Closure: Full Hunter Country/Region of Manufacture: United States Features: 12-Hour Dial Serial Number: 5,865,768 Number of Jewels: 15 Jewels Description ... ... Does this pair describe the same thing?
10. Example 4 Does this pair describe the same thing? Title: Specs: Item (offer) (Open Box) HTC One A9 Silver Sim Free | 16GB 2GBRam 4G 5.0' Amoled 8Core 13MP Brand: HTC Colour: Grey MPN: 99HAHB02600 Lock Status: Network Unlocked Model: HTC A9 Product HTC One A9 - 16GB (Unlocked) Smartphone Brand: HTC Family Line: HTC One Model: A9 Network: Unlocked MPN: 99HAHB026-00
11. Usage ● structure a catalog ● facilit.

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"Product Matching", Rinat Gareev, Data Science MeetUp @ Kazan, 11.07.2017

  1. 1. Product Matching Rinat Gareev, Provectus

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  • Provectus

    Aug. 6, 2018

How to Implement Neural Networks for Product Matching: 1. "Product Matching", Rinat Gareev, Data Scientist at Provectus; 2. Me Kazan Federal University NLP - Information Extraction (entities, events) Textocat NLP - Information Extraction (entities, events) Quest.AI NLP - Goal-oriented chat-bots Dialtech NLP - Neural & Rule-based & Hybrid QA systems ??? <NaN> NLP - Churn Prediction for Dating Service Provectus NLP - Product Matching; 3. Data available for domain-specific QA training; 4. Data from a Dating Service; 5. Outline ● Task ● Related Work ● Current Solution ● Work in Progress; 6. Task a case of Entity Linking, Record De-duplication and so on; 7. Example 1 Item 1 Item 2 Title F1282 Certified 100% Natural Grade A Jade Jadeite Bangle Bracelet 52x46.1mm F1281 Certified 100% Natural Grade A Jade Jadeite Bangle Bracelet 61.8mm Specs Color: As Shown Main Stone: Jade Secondary Stone: Jadeite Main Stone Creation: Natural Style: Bangle Main Stone Treatment: Not Enhanced Country of Manufacture: China Color: As Shown Main Stone: Jade Secondary Stone: Jadeite Main Stone Creation: Natural Style: Bangle Main Stone Treatment: Not Enhanced Country of Manufacture: China Description ... ... Does this pair describe the same thing? 8. Example 2 Item 1 Item 2 Title Authentic HERMES Bijouterie Fantaisie Selle Clip-On Earrings Silvertone #S1742 E Auth HERMES Earrings Sellier Clip-on Silver Tone Round $0 Ship 25130490900 S06B Specs Brand: HERMES Size(cm): W1.8 x H1.8 cm(Approx) Color: Silver Size(inch): W0.7 x H0.7" (Approx) Style: Earrings Rank: B Brand: Hermes Fastening: Clip-On Style: Clip on Country/Region of Manufacture: Unknown Metal: Silver Plated Main Color:Silver Color: Silver Description ... ... Does this pair describe the same thing? 9. Example 3 Item 1 Item 2 Title Rose Gold Plate Hunter Case Elgin Grade 96 Pocket Watch 7 Jewels 18 Size CA1896 Mountain Cabin Scene Hunter Case Waltham Pocket Watch 18 Size 15 Jewels CA1892 Specs Brand: Elgin Escapement Type: Lever Year of Manufacture: 1890-1899 Movement: Mechanical (Hand-winding) Closure: Full Hunter Number of Jewels: 7 Jewels Material: Gold Plated Country/Region of Manufacture: United States Features: 12-Hour Dial Pocket Watch Size: 18 Brand: Waltham Movement: Mechanical (Hand-winding) Year of Manufacture: 1890-1899 Escapement Type: Lever Material: Gold Filled Pocket Watch Size: 18 Closure: Full Hunter Country/Region of Manufacture: United States Features: 12-Hour Dial Serial Number: 5,865,768 Number of Jewels: 15 Jewels Description ... ... Does this pair describe the same thing? 10. Example 4 Does this pair describe the same thing? Title: Specs: Item (offer) (Open Box) HTC One A9 Silver Sim Free | 16GB 2GBRam 4G 5.0' Amoled 8Core 13MP Brand: HTC Colour: Grey MPN: 99HAHB02600 Lock Status: Network Unlocked Model: HTC A9 Product HTC One A9 - 16GB (Unlocked) Smartphone Brand: HTC Family Line: HTC One Model: A9 Network: Unlocked MPN: 99HAHB026-00 11. Usage ● structure a catalog ● facilit.

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