new resources for jupyter

mattmakai · mattmakai · commit d15c06a4de8e · 2021-05-22T18:53:59.000-04:00
diff --git a/content/pages/02-development-environments/06-jupyter-notebook.markdown b/content/pages/02-development-environments/06-jupyter-notebook.markdown
@@ -146,6 +146,13 @@ like advanced interactive visualizations.
   code that is suitable for [deployment](/deployment.html) to a production 
   environment.
 
+* [How to use ipywidgets to make your Jupyter notebook interactive](https://www.wrighters.io/use-ipywidgets-with-jupyter-notebooks/)
+  is a tutorial on how to use the
+  [ipywidgets](https://ipywidgets.readthedocs.io/en/latest/) library
+  to make Jupyter Notebooks respond to users' input and go beyond
+  simply presenting data into having users be able to do some additional
+  analysis themselves.
+
 * [28 Jupyter Notebook tips, tricks and shortcuts](https://www.dataquest.io/blog/jupyter-notebook-tips-tricks-shortcuts/)
   explains many of the lesser-known keyboard shortcuts and mechanisms
   to output settings.
diff --git a/content/pages/05-deployment/38-serverless.markdown b/content/pages/05-deployment/38-serverless.markdown
@@ -101,6 +101,12 @@ iterations so there are many ideas and good practices yet to be
 discovered. These resources are the first attempts at figuring
 out how to structure and operate serverless applications.
 
+* [What's Serverless?](https://technically.substack.com/p/whats-serverless)
+  is an accessible "first read" for both developers and non-technical
+  audiences alike. It breaks down the differences between what most
+  developers consider serverless and infrastructure-as-a-service (IaaS)
+  offerings.
+
 * [Serverless software](https://talkpython.fm/episodes/show/118/serverless-software)
   covers a range of topics under serverless and how deployments have
   changed as new options such as [PaaS](/platform-as-a-service.html) 
diff --git a/content/pages/10-working/00-gpt-3.markdown b/content/pages/10-working/00-gpt-3.markdown
@@ -120,6 +120,10 @@ is trained.
   researchers on its usage, and some initial resources to get a
   better understanding of what this model is capable of performing.
 
+* [What Is GPT-3: How It Works and Why You Should Care](https://www.twilio.com/blog/what-is-gpt-3)
+  presents a high-level accessible overview of GPT-3, how it compares
+  to other language models, and resources to learn more.
+
 * [How GPT3 Works - Visualizations and Animations](https://jalammar.github.io/how-gpt3-works-visualizations-animations/)
   contains some wonderful animated visuals to show how the model is
   trained and what happens in various scenarios such as text output
@@ -139,7 +143,6 @@ is trained.
   with its strengths and weaknesses.
 
 
-
 ## GPT-3 tutorials
 * [Building a Chatbot with OpenAI's GPT-3 engine, Twilio SMS and Python](https://www.twilio.com/blog/openai-gpt-3-chatbot-python-twilio-sms)
   is a step-by-step tutorial for using GPT-3 as a smart backend
@@ -164,3 +167,5 @@ is trained.
     * [Control a Spooky Ghost Writer for Halloween with OpenAI's GPT-3 Engine, Python, and Twilio WhatsApp API](https://www.twilio.com/blog/ghost-writer-spooky-openai-gpt3-python-whatsapp)
     * [Generating Lyrics in the Style of your Favorite Artist with Python, OpenAI's GPT-3 and Twilio SMS](https://www.twilio.com/blog/generating-lyrics-in-the-style-of-your-favorite-artist-with-python-openai-s-gpt-3-and-twilio-sms)
     * [Automated Yugioh Deckbuilding in Python with OpenAI's GPT-3 and Twilio SMS](https://www.twilio.com/blog/building-computer-generated-yugioh-decks-in-python-with-openai-s-gpt-3-and-twilio-sms)
+    * [Build a Telephone Chatbot with GPT-3 and Twilio Autopilot](https://www.twilio.com/blog/build-telephone-chatbot-gpt3-twilio-autopilot)
+
diff --git a/content/pages/meta/00-change-log.markdown b/content/pages/meta/00-change-log.markdown
@@ -14,6 +14,10 @@ view commit-level changes via the
 on GitHub.
 
 ## 2021
+### May
+* New resources on [GPT-3](/gpt-3.html), [Jupyter Notebook](/jupyter-notebook.html)
+  and [serverless](/serverless.html) pages.
+
 ### April
 * Published new post on [How to Monitor Python Functions on AWS Lambda with Sentry](/blog/monitor-python-functions-aws-lambda-sentry.html).
 * New [SQLite](/sqlite.html) resource.
