diff --git a/notebooks/api/0.8/00-load-data.ipynb b/notebooks/api/0.8/00-load-data.ipynb
index c61fab17f41..ad98a5ac361 100644
--- a/notebooks/api/0.8/00-load-data.ipynb
+++ b/notebooks/api/0.8/00-load-data.ipynb
@@ -348,7 +348,8 @@
    },
    "outputs": [],
    "source": [
-    "dataset.set_description(\"Canada Trade Data\")"
+    "dataset.set_description(\"Canada Trade Data Markdown Description\")\n",
+    "dataset.set_summary(\"Canada Trade Data Short Summary\")"
    ]
   },
   {
diff --git a/notebooks/tutorials/data-owner/01-uploading-private-data.ipynb b/notebooks/tutorials/data-owner/01-uploading-private-data.ipynb
index 02ed5576cb0..3a1863c0bdd 100644
--- a/notebooks/tutorials/data-owner/01-uploading-private-data.ipynb
+++ b/notebooks/tutorials/data-owner/01-uploading-private-data.ipynb
@@ -124,8 +124,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "dataset_markdown_description = \"\"\"\n",
+    "### Contents\n",
+    "Numpy arrays of length 3 with integers ranging from 1 - 3.\n",
+    "\"\"\"\n",
     "dataset = sy.Dataset(\n",
     "    name=\"my dataset\",\n",
+    "    summary=\"Contains private and mock versions of data\",\n",
+    "    description=dataset_markdown_description,\n",
     "    asset_list=[\n",
     "        sy.Asset(name=\"my asset\", data=np.array([1, 2, 3]), mock=np.array([1, 1, 1]))\n",
     "    ],\n",
diff --git a/packages/syft/src/syft/assets/css/style.css b/packages/syft/src/syft/assets/css/style.css
index beece1fa2c0..5fdee82e95d 100644
--- a/packages/syft/src/syft/assets/css/style.css
+++ b/packages/syft/src/syft/assets/css/style.css
@@ -6,6 +6,7 @@ body.vscode-dark {
   --button-color: #111111;
   --colors-black: #ffffff;
   --surface-color: #fff;
+  --text-color: #ffffff;
 }
 
 body {
@@ -15,6 +16,7 @@ body {
   --button-color: #d1d5db;
   --colors-black: #17161d;
   --surface-color: #464158;
+  --text-color: #2e2b3b;
 }
 
 .header-1 {
@@ -64,7 +66,7 @@ body {
   line-height: 100%;
   leading-trim: both;
   text-edge: cap;
-  color: #2e2b3b;
+  color: var(--text-color);
 }
 
 .paragraph-sm {
@@ -75,7 +77,7 @@ body {
   line-height: 100%;
   leading-trim: both;
   text-edge: cap;
-  color: #2e2b3b;
+  color: var(--text-color);
 }
 
 .code-text {
@@ -86,7 +88,7 @@ body {
   line-height: 130%;
   leading-trim: both;
   text-edge: cap;
-  color: #2e2b3b;
+  color: var(--text-color);
 }
 
 .numbering-entry {
@@ -580,6 +582,8 @@ body {
   color: var(--surface-color);
 }
 
+.syft-dataset h1,
+.syft-dataset h2,
 .syft-dataset h3,
 .syft-dataset p,
 .syft-asset h3,
diff --git a/packages/syft/src/syft/service/dataset/dataset.py b/packages/syft/src/syft/service/dataset/dataset.py
index 54a84878379..7a24a0175d7 100644
--- a/packages/syft/src/syft/service/dataset/dataset.py
+++ b/packages/syft/src/syft/service/dataset/dataset.py
@@ -9,6 +9,7 @@
 # third party
 from IPython.display import display
 import itables
+import markdown
 import pandas as pd
 from pydantic import ConfigDict
 from pydantic import field_validator
@@ -23,10 +24,14 @@
 from ...store.document_store import PartitionKey
 from ...types.datetime import DateTime
 from ...types.dicttuple import DictTuple
+from ...types.syft_migration import migrate
 from ...types.syft_object import SYFT_OBJECT_VERSION_2
+from ...types.syft_object import SYFT_OBJECT_VERSION_3
 from ...types.syft_object import SyftObject
 from ...types.transforms import TransformContext
+from ...types.transforms import drop
 from ...types.transforms import generate_id
+from ...types.transforms import make_set_default
 from ...types.transforms import transform
 from ...types.transforms import validate_url
 from ...types.uid import UID
@@ -451,7 +456,7 @@ def get_shape_or_len(obj: Any) -> tuple[int, ...] | int | None:
 
 
 @serializable()
-class Dataset(SyftObject):
+class DatasetV2(SyftObject):
     # version
     __canonical_name__: str = "Dataset"
     __version__ = SYFT_OBJECT_VERSION_2
@@ -470,11 +475,52 @@ class Dataset(SyftObject):
     created_at: DateTime = DateTime.now()
     uploader: Contributor
 
-    __attr_searchable__ = ["name", "citation", "url", "description", "action_ids"]
+    __attr_searchable__ = [
+        "name",
+        "citation",
+        "url",
+        "description",
+        "action_ids",
+        "summary",
+    ]
     __attr_unique__ = ["name"]
     __repr_attrs__ = ["name", "url", "created_at"]
     __table_sort_attr__ = "Created at"
 
+
+@serializable()
+class Dataset(SyftObject):
+    # version
+    __canonical_name__: str = "Dataset"
+    __version__ = SYFT_OBJECT_VERSION_3
+
+    id: UID
+    name: str
+    node_uid: UID | None = None
+    asset_list: list[Asset] = []
+    contributors: set[Contributor] = set()
+    citation: str | None = None
+    url: str | None = None
+    description: MarkdownDescription | None = None
+    updated_at: str | None = None
+    requests: int | None = 0
+    mb_size: float | None = None
+    created_at: DateTime = DateTime.now()
+    uploader: Contributor
+    summary: str | None = None
+
+    __attr_searchable__ = [
+        "name",
+        "citation",
+        "url",
+        "description",
+        "action_ids",
+        "summary",
+    ]
+    __attr_unique__ = ["name"]
+    __repr_attrs__ = ["name", "summary", "url", "created_at"]
+    __table_sort_attr__ = "Created at"
+
     def __init__(
         self,
         description: str | MarkdownDescription | None = "",
@@ -491,6 +537,7 @@ def icon(self) -> str:
     def _coll_repr_(self) -> dict[str, Any]:
         return {
             "Name": self.name,
+            "Summary": self.summary,
             "Assets": len(self.asset_list),
             "Size": f"{self.mb_size} (MB)",
             "Url": self.url,
@@ -501,12 +548,18 @@ def _repr_html_(self) -> Any:
         uploaded_by_line = (
             (
                 "<p class='paragraph-sm'><strong>"
-                + f"<span class='pr-8'>Uploaded by:</span></strong>{self.uploader.name} ({self.uploader.email})</p>"
+                + f"<span class='pr-8'>Uploaded by: </span></strong>{self.uploader.name} ({self.uploader.email})</p>"
             )
             if self.uploader
             else ""
         )
-        description_text: str = self.description.text if self.description else ""
+        if self.description is not None and self.description.text:
+            description_info_message = f"""
+            <h2><strong><span class='pr-8'>Description</span></strong></h2>
+            {markdown.markdown(self.description.text, extensions=["extra"])}
+            """
+        else:
+            description_info_message = ""
         return f"""
             <style>
             {FONT_CSS}
@@ -517,14 +570,18 @@ def _repr_html_(self) -> Any:
               {ITABLES_CSS}
             </style>
             <div class='syft-dataset'>
-            <h3>{self.name}</h3>
-            <p>{description_text}</p>
+            <h1>{self.name}</h1>
+            <h2><strong><span class='pr-8'>Summary</span></strong></h2>
+            {f"<p>{self.summary}</p>" if self.summary else ""}
+            {description_info_message}
+            <h2><strong><span class='pr-8'>Dataset Details</span></strong></h2>
             {uploaded_by_line}
             <p class='paragraph-sm'><strong><span class='pr-8'>Created on: </span></strong>{self.created_at}</p>
             <p class='paragraph-sm'><strong><span class='pr-8'>URL:
             </span></strong><a href='{self.url}'>{self.url}</a></p>
             <p class='paragraph-sm'><strong><span class='pr-8'>Contributors:</span></strong>
-            to see full details call <strong>dataset.contributors</strong></p>
+            To see full details call <strong>dataset.contributors</strong>.</p>
+            <h2><strong><span class='pr-8'>Assets</span></strong></h2>
             {self.assets._repr_html_()}
             """
 
@@ -605,7 +662,7 @@ class DatasetPageView(SyftObject):
 
 
 @serializable()
-class CreateDataset(Dataset):
+class CreateDatasetV2(DatasetV2):
     # version
     __canonical_name__ = "CreateDataset"
     __version__ = SYFT_OBJECT_VERSION_2
@@ -617,6 +674,20 @@ class CreateDataset(Dataset):
     created_at: DateTime | None = None  # type: ignore[assignment]
     uploader: Contributor | None = None  # type: ignore[assignment]
 
+
+@serializable()
+class CreateDataset(Dataset):
+    # version
+    __canonical_name__ = "CreateDataset"
+    __version__ = SYFT_OBJECT_VERSION_3
+    asset_list: list[CreateAsset] = []
+
+    __repr_attrs__ = ["name", "summary", "url"]
+
+    id: UID | None = None  # type: ignore[assignment]
+    created_at: DateTime | None = None  # type: ignore[assignment]
+    uploader: Contributor | None = None  # type: ignore[assignment]
+
     model_config = ConfigDict(validate_assignment=True, extra="forbid")
 
     def _check_asset_must_contain_mock(self) -> None:
@@ -633,6 +704,9 @@ def __assets_must_contain_mock(
     def set_description(self, description: str) -> None:
         self.description = MarkdownDescription(text=description)
 
+    def set_summary(self, summary: str) -> None:
+        self.summary = summary
+
     def add_citation(self, citation: str) -> None:
         self.citation = citation
 
@@ -856,5 +930,41 @@ def createdataset_to_dataset() -> list[Callable]:
     ]
 
 
+@migrate(DatasetV2, Dataset)
+def migrate_dataset_v2_to_v3() -> list[Callable]:
+    return [
+        make_set_default("summary", None),
+        drop("__repr_attrs__"),
+        make_set_default("__repr_attrs__", ["name", "summary", "url", "created_at"]),
+    ]
+
+
+@migrate(Dataset, DatasetV2)
+def migrate_dataset_v3_to_v2() -> list[Callable]:
+    return [
+        drop("summary"),
+        drop("__repr_attrs__"),
+        make_set_default("__repr_attrs__", ["name", "url", "created_at"]),
+    ]
+
+
+@migrate(CreateDatasetV2, CreateDataset)
+def migrate_create_dataset_v2_to_v3() -> list[Callable]:
+    return [
+        make_set_default("summary", None),
+        drop("__repr_attrs__"),
+        make_set_default("__repr_attrs__", ["name", "summary", "url"]),
+    ]
+
+
+@migrate(CreateDataset, CreateDatasetV2)
+def migrate_create_dataset_v3_to_v2() -> list[Callable]:
+    return [
+        drop("summary"),
+        drop("__repr_attrs__"),
+        make_set_default("__repr_attrs__", ["name", "url"]),
+    ]
+
+
 class DatasetUpdate:
     pass