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README.md
... | ... | @@ -33,6 +33,7 @@ Plus: |
33 | 33 | - [Getting Started](#getting-started) |
34 | 34 | - [Querying](#querying) |
35 | 35 | - [Indexing](#indexing) |
36 | +- [Intelligent Search](#intelligent-search) | |
36 | 37 | - [Instant Search / Autocomplete](#instant-search--autocomplete) |
37 | 38 | - [Aggregations](#aggregations) |
38 | 39 | - [Deployment](#deployment) |
... | ... | @@ -587,6 +588,8 @@ class Image < ApplicationRecord |
587 | 588 | end |
588 | 589 | ``` |
589 | 590 | |
591 | +## Intelligent Search | |
592 | + | |
590 | 593 | ### Analytics |
591 | 594 | |
592 | 595 | The best starting point to improve your search **by far** is to track searches and conversions. |
... | ... | @@ -604,7 +607,7 @@ Focus on: |
604 | 607 | - top searches with low conversions |
605 | 608 | - top searches with no results |
606 | 609 | |
607 | -### Keep Getting Better | |
610 | +### Conversions | |
608 | 611 | |
609 | 612 | Searchkick can use conversion data to learn what users are looking for. If a user searches for “ice cream” and adds Ben & Jerry’s Chunky Monkey to the cart (our conversion metric at Instacart), that item gets a little more weight for similar searches. |
610 | 613 | |
... | ... | @@ -638,7 +641,7 @@ rake searchkick:reindex CLASS=Product |
638 | 641 | |
639 | 642 | **Note:** For a more performant (but more advanced) approach, check out [performant conversions](#performant-conversions). |
640 | 643 | |
641 | -### Personalized Results | |
644 | +## Personalized Results | |
642 | 645 | |
643 | 646 | Order results differently for each user. For example, show a user’s previously purchased products before other results. |
644 | 647 | |
... | ... | @@ -659,7 +662,7 @@ Reindex and search with: |
659 | 662 | Product.search "milk", boost_where: {orderer_ids: current_user.id} |
660 | 663 | ``` |
661 | 664 | |
662 | -### Instant Search / Autocomplete | |
665 | +## Instant Search / Autocomplete | |
663 | 666 | |
664 | 667 | Autocomplete predicts what a user will type, making the search experience faster and easier. |
665 | 668 | |
... | ... | @@ -727,7 +730,7 @@ Then add the search box and JavaScript code to a view. |
727 | 730 | </script> |
728 | 731 | ``` |
729 | 732 | |
730 | -### Suggestions | |
733 | +## Suggestions | |
731 | 734 | |
732 | 735 |  |
733 | 736 | |
... | ... | @@ -744,7 +747,7 @@ products = Product.search "peantu butta", suggest: true |
744 | 747 | products.suggestions # ["peanut butter"] |
745 | 748 | ``` |
746 | 749 | |
747 | -### Aggregations | |
750 | +## Aggregations | |
748 | 751 | |
749 | 752 | [Aggregations](https://www.elastic.co/guide/en/elasticsearch/reference/current/search-aggregations.html) provide aggregated search data. |
750 | 753 | |
... | ... | @@ -820,7 +823,7 @@ For other aggregation types, including sub-aggregations, use `body_options`: |
820 | 823 | Product.search "orange", body_options: {aggs: {price: {histogram: {field: :price, interval: 10}}} |
821 | 824 | ``` |
822 | 825 | |
823 | -### Highlight | |
826 | +## Highlight | |
824 | 827 | |
825 | 828 | Specify which fields to index with highlighting. |
826 | 829 | |
... | ... | @@ -873,7 +876,7 @@ Band.search "cinema", fields: [:name], highlight: {fields: {name: {fragment_size |
873 | 876 | |
874 | 877 | You can find available highlight options in the [Elasticsearch reference](https://www.elastic.co/guide/en/elasticsearch/reference/current/search-request-highlighting.html#_highlighted_fragments). |
875 | 878 | |
876 | -### Similar Items | |
879 | +## Similar Items | |
877 | 880 | |
878 | 881 | Find similar items. |
879 | 882 | |
... | ... | @@ -882,7 +885,7 @@ product = Product.first |
882 | 885 | product.similar(fields: [:name], where: {size: "12 oz"}) |
883 | 886 | ``` |
884 | 887 | |
885 | -### Geospatial Searches | |
888 | +## Geospatial Searches | |
886 | 889 | |
887 | 890 | ```ruby |
888 | 891 | class Restaurant < ApplicationRecord | ... | ... |