diff --git a/README.md b/README.md
index 5e252d2..efa22f1 100644
--- a/README.md
+++ b/README.md
@@ -18,13 +18,13 @@ Vespa applications from python for faster exploration.
 
 The main goal of this space is to facilitate prototyping and experimentation for data scientists.
 Please visit Vespa [sample apps](https://github.com/vespa-engine/sample-apps/)
-for producuction-ready use cases and [Vespa docs](https://docs.vespa.ai/) for in-depth Vespa documentation.
+for production-ready use cases and [Vespa docs](https://docs.vespa.ai/) for in-depth Vespa documentation.
 
 
 
 ## Install
 
-Code to support and reproduce the usecases documented here can be found in the `learntorank` library.
+Code to support and reproduce the use cases documented here can be found in the `learntorank` library.
 
 Install via PyPI:
 
@@ -34,7 +34,7 @@ Install via PyPI:
 
 ## Development
 
-All the code and content of this repo is created using [nbdev](https://nbdev.fast.ai/) by editting notebooks.
+All the code and content of this repo is created using [nbdev](https://nbdev.fast.ai/) by editing notebooks.
 We will give a summary below about the main points required to contribute,
 but we suggest going through [nbdev tutorials](https://nbdev.fast.ai/tutorials/tutorial.html) to learn more.
 
diff --git a/index.ipynb b/index.ipynb
index 280e275..3e0585f 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -44,7 +44,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The main goal of this space is to facilitate prototyping and experimentation for data scientists. Please visit Vespa [sample apps](https://github.com/vespa-engine/sample-apps/) for producuction-ready use cases and [Vespa docs](https://docs.vespa.ai/) for in-depth Vespa documentation."
+    "The main goal of this space is to facilitate prototyping and experimentation for data scientists. Please visit Vespa [sample apps](https://github.com/vespa-engine/sample-apps/) for production-ready use cases and [Vespa docs](https://docs.vespa.ai/) for in-depth Vespa documentation."
    ]
   },
   {
@@ -58,7 +58,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Code to support and reproduce the usecases documented here can be found in the `learntorank` library. "
+    "Code to support and reproduce the use cases documented here can be found in the `learntorank` library."
    ]
   },
   {
@@ -86,7 +86,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "All the code and content of this repo is created using [nbdev](https://nbdev.fast.ai/) by editting notebooks. We will give a summary below about the main points required to contribute, but we suggest going through [nbdev tutorials](https://nbdev.fast.ai/tutorials/tutorial.html) to learn more."
+    "All the code and content of this repo is created using [nbdev](https://nbdev.fast.ai/) by editing notebooks. We will give a summary below about the main points required to contribute, but we suggest going through [nbdev tutorials](https://nbdev.fast.ai/tutorials/tutorial.html) to learn more."
    ]
   },
   {