diff --git a/README.md b/README.md
index f97353d..b9b54e9 100644
--- a/README.md
+++ b/README.md
@@ -75,6 +75,8 @@ pip install "pymlup[onnx]" # For onnx models: torch, tensorflow, sklear
### Examples code
+
+
```python
import mlup
@@ -199,8 +201,12 @@ up.conf.auto_detect_predict_params = False
up.ml.load_model_settings()
```
+
+
### Examples server commands
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#### mlup run
You can run web application from model, config, pickle up object. Bash command mlup run making this.
@@ -418,8 +424,12 @@ See `mlup validate-config --help` or [Description of the bash commands](https://
mlup validate-config /path/to/my/conf.yaml
```
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+
## Web application interface
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By default, web application starting on http://localhost:8009 and have api docs.
See [Web app API](https://github.com/nxexox/pymlup/tree/main/docs/web_app_api.md) for more details.
@@ -570,8 +580,12 @@ By default, this param is `mlup.ml.data_transformers.numpy_data_transformer.Nump
This method have validation for inner request data. It's making from config `columns` and flag `column_validation`.
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## Web application modes
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+
See [Web app architectures](https://github.com/nxexox/pymlup/tree/main/docs/web_app_architectures.md) for more details.
Web application have three works modes:
@@ -611,6 +625,8 @@ up = mlup.UP(
)
```
+
+
## Metrics
MLup PyPi download statistics: https://pepy.tech/project/pymlup