diff --git a/README.md b/README.md
index 1927acd..aea6708 100644
--- a/README.md
+++ b/README.md
@@ -18,23 +18,23 @@ You can establish a connection to the MindsDB server using the SDK. Here are som
 
 ```python
 import mindsdb_sdk
-server = mindsdb_sdk.connect()
-server = mindsdb_sdk.connect('http://127.0.0.1:47334')
+con = mindsdb_sdk.connect()
+con = mindsdb_sdk.connect('http://127.0.0.1:47334')
 ```
 
 #### Connect to the MindsDB Cloud
 
 ```python
 import mindsdb_sdk
-server = mindsdb_sdk.connect(login='a@b.com', password='-')
-server = mindsdb_sdk.connect('https://cloud.mindsdb.com', login='a@b.com', password='-')
+con = mindsdb_sdk.connect(login='a@b.com', password='-')
+con = mindsdb_sdk.connect('https://cloud.mindsdb.com', login='a@b.com', password='-')
 ```
 
 ####  Connect to a MindsDB Pro server
 
 ```python
 import mindsdb_sdk
-server = mindsdb_sdk.connect('http://<YOUR_INSTANCE_IP>', login='a@b.com', password='-', is_managed=True)
+con = mindsdb_sdk.connect('http://<YOUR_INSTANCE_IP>', login='a@b.com', password='-', is_managed=True)
 ```
 
 ## Basic usage
@@ -43,7 +43,7 @@ Once connected to the server, you can perform various operations. Here are some
 
 ```python
 # Get a list of databases
-databases = server.list_databases()
+databases = con.databases.list()
 
 # Get a specific database
 database = databases[0]  # Database type object
@@ -53,24 +53,27 @@ query = database.query('select * from table1')
 print(query.fetch())
 
 # Create a table
-table = database.create_table('table2', query)
+table = database.tables.create('table2', query)
 
 # Get a project
-project = server.get_project('proj')
+project = con.projects.proj
+
+# or use mindsdb project
+project = con
 
 # Perform an SQL query within a project
 query = project.query('select * from database.table join model1')
 
 # Create a view
-view = project.create_view('view1', query=query)
+view = project.views.create('view1', query=query)
 
 # Get a list of views
-views = project.list_views()
+views = project.views.list()
 view = views[0]
 df = view.fetch()
 
 # Get a list of models
-models = project.list_models()
+models = project.models.list()
 model = models[0]
 
 # Use a model for prediction
@@ -83,7 +86,7 @@ timeseries_options = {
     'window': 5,
     'horizon': 1
 }
-model = project.create_model(
+model = project.models.create(
     'rentals_model',
     predict='price',
     query=query,
@@ -98,6 +101,10 @@ You can find more examples in this [Google colab notebook](
 https://colab.research.google.com/drive/1QouwAR3saFb9ffthrIs1LSH5COzyQa11#scrollTo=k6IbwsKRPQCR
 )
 
+## Examples
+
+https://github.com/mindsdb/mindsdb_python_sdk/tree/staging/examples
+
 ## API Documentation
 
 The API documentation for the MindsDB SDK can be found at https://mindsdb.github.io/mindsdb_python_sdk/. You can generate the API documentation locally by following these steps: