Update README with LanceDB examples

README.md

@@ -2,7 +2,7 @@
 license: mit
 task_categories:
 - image-classification
-- image-retrieval
+- image-feature-extraction
 language:
 - en
 tags:
@@ -98,6 +98,28 @@ neighbors = ds.scanner(
 print(neighbors)
 ```
 
+### LanceDB vector search
+
+```python
+import lancedb
+
+db = lancedb.connect("hf://datasets/lance-format/cifar10-lance/data")
+tbl = db.open_table("train")
+
+ref = tbl.search().limit(1).select(["image_emb"]).to_list()[0]
+query_embedding = ref["image_emb"]
+
+results = (
+    tbl.search(query_embedding)
+    .metric("cosine")
+    .select(["id", "label_name"])
+    .limit(5)
+    .to_list()
+)
+for row in results:
+    print(row["id"], row["label_name"])
+```
+
 ## Filter by class
 
 ```python
@@ -106,6 +128,22 @@ ds = lance.dataset("hf://datasets/lance-format/cifar10-lance/data/train.lance")
 ships = ds.scanner(filter="label_name = 'ship'", columns=["id"], limit=5).to_table()
 ```
 
+### Filter by class with LanceDB
+
+```python
+import lancedb
+
+db = lancedb.connect("hf://datasets/lance-format/cifar10-lance/data")
+tbl = db.open_table("train")
+ships = (
+    tbl.search()
+    .where("label_name = 'ship'")
+    .select(["id"])
+    .limit(5)
+    .to_list()
+)
+```
+
 ## Working with images
 
 ```python