Update version and readme (#1338)

* Update version and readme

* Update pr template

Author: thinkall

.github/PULL_REQUEST_TEMPLATE.md

@@ -12,7 +12,7 @@
 
 ## Checks
 
-- I've used [pre-commit](https://microsoft.github.io/FLAML/docs/Contribute#pre-commit) to lint the changes in this PR (note the same in integrated in our CI checks).
+- [ ] I've used [pre-commit](https://microsoft.github.io/FLAML/docs/Contribute#pre-commit) to lint the changes in this PR (note the same in integrated in our CI checks).
 - [ ] I've included any doc changes needed for https://microsoft.github.io/FLAML/. See https://microsoft.github.io/FLAML/docs/Contribute#documentation to build and test documentation locally.
 - [ ] I've added tests (if relevant) corresponding to the changes introduced in this PR.
 - [ ] I've made sure all auto checks have passed.

README.md

@@ -14,6 +14,8 @@
     <br>
 </p>
 
+:fire: FLAML supports AutoML and Hyperparameter Tuning in [Microsoft Fabric Data Science](https://learn.microsoft.com/en-us/fabric/data-science/automated-machine-learning-fabric). In addition, we've introduced Python 3.11 support, along with a range of new estimators, and comprehensive integration with MLflow—thanks to contributions from the Microsoft Fabric product team.
+
 :fire: Heads-up: We have migrated [AutoGen](https://microsoft.github.io/autogen/) into a dedicated [github repository](https://github.com/microsoft/autogen). Alongside this move, we have also launched a dedicated [Discord](https://discord.gg/pAbnFJrkgZ) server and a [website](https://microsoft.github.io/autogen/) for comprehensive documentation.
 
 :fire: The automated multi-agent chat framework in [AutoGen](https://microsoft.github.io/autogen/) is in preview from v2.0.0.
@@ -22,8 +24,6 @@
 
 :fire: [autogen](https://microsoft.github.io/autogen/) is released with support for ChatGPT and GPT-4, based on [Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference](https://arxiv.org/abs/2303.04673).
 
-:fire: FLAML supports Code-First AutoML & Tuning – Private Preview in [Microsoft Fabric Data Science](https://learn.microsoft.com/en-us/fabric/data-science/).
-
 ## What is FLAML
 
 FLAML is a lightweight Python library for efficient automation of machine

flaml/version.py

@@ -1 +1 @@
-__version__ = "2.2.0"
+__version__ = "2.3.0"