prepare for release

Author: sarahmish

HISTORY.md

@@ -1,6 +1,21 @@
 History
 =======
 
+## 0.7.0 – 2024-12-18
+
+New ``units`` pipeline 
+
+### Issues resolved
+
+* Keep python 3.11 support for pretrained models – [Issue #598](https://github.com/signals-dev/Orion/issues/598) by @sarahmish
+* Unpin ``scikit-learn`` and fix ``MinMaxScaler`` – [Issue #596](https://github.com/signals-dev/Orion/issues/596) by @sarahmish
+* Add hyperparameters to ``units`` pipelines – [Issue #595](https://github.com/signals-dev/Orion/issues/595) by @sarahmish
+* Make pretrained models optional to install – [Issue #590](https://github.com/signals-dev/Orion/issues/590) by @sarahmish
+* Update pandas dependency – [Issue #587](https://github.com/signals-dev/Orion/issues/587) by @sarahmish
+* UniTS pipeline – [Issue #581](https://github.com/signals-dev/Orion/issues/581) by @Linh-nk
+* Update Tutorials page – [Issue #576](https://github.com/signals-dev/Orion/issues/576) by @sarahmish
+
+
 ## 0.6.1 - 2024-10-04
 
 ### Issues resolved

README.md

@@ -130,12 +130,14 @@ We run the benchmark on **12** datasets with their known grounth truth. We recor
 |---------------------------|--------------------|
 | AER                       |         11         |
 | TadGAN                    |          7         |
-| LSTM Dynamic Thresholding |          8         |
-| LSTM Autoencoder          |          7         |
-| Dense Autoencoder         |          7         |
+| LSTM Dynamic Thresholding |          9         |
+| LSTM Autoencoder          |          6         |
+| Dense Autoencoder         |          8         |
 | VAE                       |          6         |
+| AnomalyTransformer        |          2         |
 | LNN                       |          7         |
 | Matrix Profile            |          5         |
+| UniTS                     |          6         |
 | [GANF](https://arxiv.org/pdf/2202.07857.pdf)                                                  |          5         |
 | [Azure](https://azure.microsoft.com/en-us/products/cognitive-services/anomaly-detector/)      |          0         |
 

benchmark/leaderboard.md

@@ -2,12 +2,13 @@
 |---------------------------|--------------------|
 | AER                       |          11        |
 | TadGAN                    |          7         |
-| LSTM Dynamic Thresholding |          8         |
-| LSTM Autoencoder          |          5         |
-| Dense Autoencoder         |          7         |
+| LSTM Dynamic Thresholding |          9         |
+| LSTM Autoencoder          |          6         |
+| Dense Autoencoder         |          8         |
 | VAE                       |          6         |
+| AnomalyTransformer        |          2         |
 | LNN                       |          7         |
-| GANF                      |          5         |
 | Matrix Profile            |          5         |
-| AnomalyTransformer        |          2         |
+| UniTS                     |          6         |
+| GANF                      |          5         |
 | Azure                     |          0         |