Fix broken links

readme.md

@@ -1,56 +1,47 @@
-<img src="https://www.comet.ml/images/logo_comet_light.png" width="350" alt="Drawing" style="width: 350px;"/>
+<img src="https://www.comet.com/images/logo_comet_light.png" width="350" alt="Drawing" style="width: 350px;"/>
 
-## Comet.ml - machine learning experiment management
+## Comet for Machine Learning Experiment Management
 **Our Misson:** Comet is doing for ML what GitHub did for code. We allow data science teams to automagically track their datasets, code changes, experimentation history and production models creating efficiency, transparency, and reproducibility. 
 
-We all strive to be data driven and yet every day valuable experiments results are just lost and forgotten. Comet.ml provides a dead simple way of fixing that. Works with any workflow, any ML task, any machine and any piece of code.
+We all strive to be data driven and yet every day valuable experiment results are lost and forgotten. Comet provides a dead simple way of fixing that. It works with any workflow, any ML task, any machine, and any piece of code.
 
 ## Examples Repository
 
-This repository contains examples of using Comet.ml in many Machine Learning Python libraries, including fastai, torch, sklearn, chainer, caffe, keras, tensorflow, mxnet, Jupyter notebooks, and with just pre Python.
+This repository contains examples of using Comet in many Machine Learning Python libraries, including fastai, torch, sklearn, chainer, caffe, keras, tensorflow, mxnet, Jupyter notebooks, and with just pre Python.
 
 If you don't see something you need, just let us know! See contact methods below.
 
 ## Documentation
 [![PyPI version](https://badge.fury.io/py/comet-ml.svg)](https://badge.fury.io/py/comet-ml)
 
-Full documentation and additional training examples are available on http://www.comet.ml/docs/
+Full documentation and additional training examples are available on http://www.comet.com/docs/v2
 
 ## Installation
 
-- [Sign up (free) on comet.ml and obtain an API key](https://www.comet.ml)
+- [Sign up for free!](https://www.comet.com/signup)
 
-- **Install Comet.ml from PyPI:**
+- **Install Comet from PyPI:**
 
 ```sh
 pip install comet_ml
 ```
-Comet.ml python SDK is compatible with: __Python 3.5-3.9__.
+Comet Python SDK is compatible with: __Python 3.5-3.13__.
 
 ## Tutorials + Examples
-- [caffe](https://github.com/comet-ml/comet-examples/tree/master/caffe)
-- [chainer](https://github.com/comet-ml/comet-examples/tree/master/chainer)	
-- [fastai](https://github.com/comet-ml/comet-examples/tree/master/fastai)	
+
+- [fastai](https://github.com/comet-ml/comet-examples/tree/master/integrations/model-training/fastai/)
 - [keras](https://github.com/comet-ml/comet-examples/tree/master/keras)
-- [mxnet](https://github.com/comet-ml/comet-examples/tree/master/mxnet)
 - [pytorch](https://github.com/comet-ml/comet-examples/tree/master/pytorch)
-- [scikit](https://github.com/comet-ml/comet-examples/tree/master/scikit)
+- [scikit](https://github.com/comet-ml/comet-examples/tree/master/integrations/model-training/scikit-learn)
 - [tensorflow](https://github.com/comet-ml/comet-examples/tree/master/tensorflow)
 
-We also offer [Jupyter notebook examples for fastai and keras](https://github.com/comet-ml/comet-examples/tree/master/notebooks)
-
 ## Support 
 Have questions? We have answers - 
-- Try checking our [FAQ Page](https://www.comet.ml/faq)
-- Email us at <[email protected]>
-- For the fastest response, ping us on [Slack](https://cometml.slack.com/)
+- Email us at <[email protected]>
+- For the fastest response, ping us on [Slack](https://chat.comet.com/)
 
 **Want to request a feature?** 
 We take feature requests through github at: https://github.com/comet-ml/issue-tracking
 
-
 ## Feature Spotlight
-Check out new product features and updates through our [Release Notes](https://www.notion.so/cometml/Comet-ml-Release-Notes-93d864bcac584360943a73ae9507bcaa). Also checkout our articles on [Medium](https://medium.com/comet-ml).
-
-
-
+Check out new product features and updates through our [Release Notes](https://www.comet.com/docs/v2/api-and-sdk/python-sdk/releases/). Also check out our [blog](https://www.comet.com/site/blog/).