update docs

Author: alelavml3

Makefile

@@ -34,7 +34,7 @@ install-uv:
 
 compile:
 	# install extra dev group
-	uv pip compile pyproject.toml -o requirements.txt --cache-dir .uv_cache
+	uv pip compile pyproject.toml -o requirements.txt --extra dev --cache-dir .uv_cache
 
 install:
 	uv pip sync requirements.txt --cache-dir .uv_cache

md-docs/api/python/client.md

@@ -267,7 +267,8 @@ Project ID                Name
 .create_task(
    project_id: str, name: str, tags: list[str], task_type: TaskType,
    data_structure: DataStructure, cost_info: (TaskCostInfoUnion|None) = None,
-   optional_target: bool = False, text_language: (TextLanguage|None) = None
+   optional_target: bool = False, text_language: (TextLanguage|None) = None,
+   positive_class: (str|int|bool|None) = None
 )
 ```
 
@@ -296,6 +297,8 @@ Create a task inside the project.
     data without considering the actual target
 * **text_language**  : required for NLP tasks, it specifies the
     language used in the task.
+* **positive_class**  : required for binary classification tasks,
+    it specifies the positive class of the target.
 
 
 **Returns**

md-docs/api/python/models.md

@@ -128,21 +128,16 @@ topic_endpoint
 ----
 
 
-## ClassificationTaskCostInfo
+## BinaryClassificationTaskCostInfo
 ```python 
-ClassificationTaskCostInfo()
+BinaryClassificationTaskCostInfo()
 ```
 
 
 ---
-Regression cost info is expressed in two terms:
-- cost due to overestimation
-- cost due to underestimation
-
-Fields:
-currency
-false_positive_cost
-false_negative_cost
+Binary classification cost info is expressed in two terms:
+- cost of false positive
+- cost of false negative
 
 ----
 
@@ -164,10 +159,13 @@ Column base model
 * **is_nullable**  : bool
 * **data_type**  : DataType
 * **predicted_target**  : Optional[str] = None
-* **possible_values**  : Optional[List] = None
+* **possible_values**  : Optional[list[str | int | bool]] = None
 * **model_id**  : Optional[str] = None
-* **dims**  : Optional[Tuple[int]] = None
-    it is manadatory when data_type is Array
+* **dims**  : Optional[tuple[int]] = None
+    it is mandatory when data_type is Array
+* **classes_names**  : Optional[list[str]] = None
+    it is mandatory when the column is the target
+    in multilabel classification tasks
 
 
 ----
@@ -602,6 +600,32 @@ Base model to define model item
 ----
 
 
+## MulticlassClassificationTaskCostInfo
+```python 
+MulticlassClassificationTaskCostInfo()
+```
+
+
+---
+Multiclass classification cost info is expressed in terms of
+the misclassification costs for each class
+
+----
+
+
+## MultilabelClassificationTaskCostInfo
+```python 
+MultilabelClassificationTaskCostInfo()
+```
+
+
+---
+Multilabel classification cost info is expressed in terms of
+false positive and false negative costs for each class
+
+----
+
+
 ## Project
 ```python 
 Project()

pyproject.toml

@@ -19,3 +19,19 @@ dependencies = [
     "mkdocs-glightbox>=0.3.4",
     "mkdocs-table-reader-plugin>=2.0.1",
 ]
+
+[project.optional-dependencies]
+dev = [
+    "ml3-platform-sdk @ file://${PROJECT_ROOT}/../ml3-platform-sdk",
+    "polars>=0.19.3",
+    "scikit-learn",
+    "torch==2.2.0",
+    "torchvision==0.17.0",
+    "transformers[torch]",
+    "datasets==2.15.0",
+    "sentence-transformers",
+    "evaluate",
+    "pillow",
+    "requests",
+    "jupyter",
+]