diff --git a/Dockerfile b/Dockerfile
index dd77ca5..368b241 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -15,7 +15,7 @@ USER 1000
 
 # Install the Kotlin kernel in the Jupyter environment
 # RUN pip install kotlin-jupyter-kernel==0.11.0.255
-RUN pip install -i https://test.pypi.org/simple/ kotlin-jupyter-kernel==0.12.0.5
+RUN pip install -i https://test.pypi.org/simple/ kotlin-jupyter-kernel==0.12.0.12
 
 # Make additional Kotlin kernels available with different memory profiles
 RUN python -m kotlin_kernel add-kernel --name "Small_0.5GB" --jvm-arg=-Xmx512M
diff --git a/README.adoc b/README.adoc
index e4bfab9..e6152cc 100644
--- a/README.adoc
+++ b/README.adoc
@@ -17,7 +17,7 @@ image:https://img.shields.io/docker/image-size/roboquant/jupyter[Docker Image Si
 image:https://img.shields.io/docker/v/roboquant/jupyter[Docker Image Version (latest by date)]
 image:https://img.shields.io/docker/pulls/roboquant/jupyter[Docker Pulls]
 
-This repository contains a number of Jupyter notebooks that demonstrate how to use _roboquant_. The focus of each notebook is on a specific task, like how to visualize results or create technical-analysis based strategies.
+This repository contains a number of Jupyter notebooks that demonstrate how to use _roboquant_. The focus of each notebook is on a specific task, like how to visualize results or create strategies based on technical indicators.
 
 image:http://roboquant.org/img/jupyter-lab.png[Jupyter Lab]
 
@@ -48,7 +48,7 @@ If you don't want to install anything on your local machine, you can try any of
 
 These are the how-to notebooks that are included:
 
-* backtest.ipynb — How to run a different types of back tests. This is also a good starting place if you are new to _roboquant_
+* backtest.ipynb — How to run different types of back tests. This is also a good starting place if you are new to _roboquant_
 * charts.ipynb — Shows the charting capabilities of roboquant
 * alpaca.ipynb — Shows the integration with Alpaca broker
 * binance.ipynb — Shows the integration with Binance crypto exchange
@@ -56,9 +56,9 @@ These are the how-to notebooks that are included:
 * strategies.ipynb — How to develop your own strategies
 * policies.ipynb — How to develop a custom policy
 * discord.ipynb — ow to develop a Discord bot
-* talib.ipynb — How to develop technical analysis based strategies using the `TaLib` library
-* ta4j.ipynb — How to develop technical analysis based strategies using teh `Ta4j` library
-* xgboost.ipynb — How to develop a machine learning based strategy using XGBoost
+* talib.ipynb — How to develop technical analysis strategies using the `TaLib` library
+* ta4j.ipynb — How to develop technical analysis strategies using teh `Ta4j` library
+* xgboost.ipynb — How to develop strategies using XGBoost
 * forex.ipynb — How to run back-tests for Forex trading
 * empty.ipynb — Empty notebook that just includes the `%use` statement
 * basic.ipynb — Notebook with a simple custom strategy that can serve as a starting point for developing your own strategy
diff --git a/bin/dockerbuild.sh b/bin/dockerbuild.sh
index 0d5f6f9..ad26d12 100755
--- a/bin/dockerbuild.sh
+++ b/bin/dockerbuild.sh
@@ -11,4 +11,4 @@ rm -f notebooks/*.nbconvert.ipynb
 jupyter nbconvert --clear-output --inplace notebooks/*.ipynb
 
 # Build for AMD64 and ARM64 platforms
-docker buildx build --platform linux/amd64,linux/arm64/v8 -t roboquant/jupyter:1.5.0 -t roboquant/jupyter:latest --push .
+docker buildx build --platform linux/amd64,linux/arm64/v8 -t roboquant/jupyter:1.6.0 -t roboquant/jupyter:latest --push .
diff --git a/bin/dockerbuild_singleplatform.sh b/bin/dockerbuild_singleplatform.sh
index 7cf3d70..df36c58 100755
--- a/bin/dockerbuild_singleplatform.sh
+++ b/bin/dockerbuild_singleplatform.sh
@@ -5,4 +5,4 @@ rm -f notebooks/*.nbconvert.ipynb
 jupyter nbconvert --clear-output --inplace notebooks/*.ipynb
 
 # Build for local platform only
-docker build -t roboquant/jupyter:1.5.0 -t roboquant/jupyter:latest .
+docker build -t roboquant/jupyter:1.6.0 -t roboquant/jupyter:latest .
diff --git a/notebooks/alpaca.ipynb b/notebooks/alpaca.ipynb
index 408d4bc..be439c0 100644
--- a/notebooks/alpaca.ipynb
+++ b/notebooks/alpaca.ipynb
@@ -28,7 +28,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(version=1.6.0-SNAPSHOT, modules=extra)\n",
+    "%use roboquant(version=1.6.0, modules=extra)\n",
     "\n",
     "import org.roboquant.alpaca.*\n",
     "Welcome()"
diff --git a/notebooks/backtest.ipynb b/notebooks/backtest.ipynb
index a94a1a7..23296fa 100644
--- a/notebooks/backtest.ipynb
+++ b/notebooks/backtest.ipynb
@@ -19,7 +19,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/basic.ipynb b/notebooks/basic.ipynb
index 23ca1fc..4a23286 100644
--- a/notebooks/basic.ipynb
+++ b/notebooks/basic.ipynb
@@ -16,7 +16,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/binance.ipynb b/notebooks/binance.ipynb
index 92801fd..63e1665 100644
--- a/notebooks/binance.ipynb
+++ b/notebooks/binance.ipynb
@@ -28,7 +28,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(version=1.6.0-SNAPSHOT, modules=crypto)\n",
+    "%use roboquant(version=1.6.0, modules=crypto)\n",
     "\n",
     "// import binance package\n",
     "import org.roboquant.binance.*\n",
diff --git a/notebooks/charts.ipynb b/notebooks/charts.ipynb
index 673faa5..36feee8 100644
--- a/notebooks/charts.ipynb
+++ b/notebooks/charts.ipynb
@@ -23,7 +23,7 @@
    },
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/crypto.ipynb b/notebooks/crypto.ipynb
index de6fbc3..0069fac 100644
--- a/notebooks/crypto.ipynb
+++ b/notebooks/crypto.ipynb
@@ -16,7 +16,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(version=1.6.0-SNAPSHOT, modules=crypto)\n",
+    "%use roboquant(version=1.6.0, modules=crypto)\n",
     "\n",
     "import org.roboquant.xchange.*\n",
     "Welcome()"
diff --git a/notebooks/dataframes.ipynb b/notebooks/dataframes.ipynb
index 62b597a..b482903 100644
--- a/notebooks/dataframes.ipynb
+++ b/notebooks/dataframes.ipynb
@@ -28,7 +28,7 @@
     "dataFrameConfig.display.rowsLimit = 20\n",
     "dataFrameConfig.display.nestedRowsLimit = 4\n",
     "\n",
-    "%use roboquant(1.6.0-SNAPSHOT)"
+    "%use roboquant(1.6.0)"
    ]
   },
   {
diff --git a/notebooks/discord.ipynb b/notebooks/discord.ipynb
index 8dabd5b..814ef55 100644
--- a/notebooks/discord.ipynb
+++ b/notebooks/discord.ipynb
@@ -25,7 +25,7 @@
    },
    "outputs": [],
    "source": [
-    "%use roboquant(version=1.6.0-SNAPSHOT, modules=crypto)\n",
+    "%use roboquant(version=1.6.0, modules=crypto)\n",
     "\n",
     "// Load the JDA library and import the required classes\n",
     "@file:DependsOn(\"net.dv8tion:JDA:5.0.0-beta.4\")\n",
diff --git a/notebooks/empty.ipynb b/notebooks/empty.ipynb
index 3edeb42..e9f77a9 100644
--- a/notebooks/empty.ipynb
+++ b/notebooks/empty.ipynb
@@ -16,7 +16,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/forex.ipynb b/notebooks/forex.ipynb
index 4e280f7..e8f6da3 100644
--- a/notebooks/forex.ipynb
+++ b/notebooks/forex.ipynb
@@ -16,7 +16,7 @@
    },
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/ibkr.ipynb b/notebooks/ibkr.ipynb
index e71b88a..8820134 100644
--- a/notebooks/ibkr.ipynb
+++ b/notebooks/ibkr.ipynb
@@ -58,7 +58,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(version=1.6.0-SNAPSHOT, modules=ibkr)\n",
+    "%use roboquant(version=1.6.0, modules=ibkr)\n",
     "import org.roboquant.ibkr.*\n",
     "Welcome()"
    ]
diff --git a/notebooks/policies.ipynb b/notebooks/policies.ipynb
index 4ec09ef..e15ccc2 100644
--- a/notebooks/policies.ipynb
+++ b/notebooks/policies.ipynb
@@ -17,7 +17,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/preload.ipynb b/notebooks/preload.ipynb
index 8e5d497..20c4383 100644
--- a/notebooks/preload.ipynb
+++ b/notebooks/preload.ipynb
@@ -15,7 +15,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(version=1.6.0-SNAPSHOT, modules=extra:crypto:ibkr)"
+    "%use roboquant(version=1.6.0, modules=extra:crypto:ibkr)"
    ]
   },
   {
diff --git a/notebooks/strategies.ipynb b/notebooks/strategies.ipynb
index 48cedc5..4338995 100644
--- a/notebooks/strategies.ipynb
+++ b/notebooks/strategies.ipynb
@@ -25,7 +25,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/ta4j.ipynb b/notebooks/ta4j.ipynb
index b995fb4..aa103d3 100644
--- a/notebooks/ta4j.ipynb
+++ b/notebooks/ta4j.ipynb
@@ -15,7 +15,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/talib.ipynb b/notebooks/talib.ipynb
index fb956b6..bdb6f73 100644
--- a/notebooks/talib.ipynb
+++ b/notebooks/talib.ipynb
@@ -15,7 +15,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },
diff --git a/notebooks/xgboost.ipynb b/notebooks/xgboost.ipynb
index a1742d0..6f05667 100644
--- a/notebooks/xgboost.ipynb
+++ b/notebooks/xgboost.ipynb
@@ -19,7 +19,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%use roboquant(1.6.0-SNAPSHOT)\n",
+    "%use roboquant(1.6.0)\n",
     "Welcome()"
    ]
   },