carpentries-incubator · gcroci2 · Oct 25, 2024 · Oct 21, 2024 · Oct 22, 2024 · Oct 23, 2024
diff --git a/config.yaml b/config.yaml
@@ -66,10 +66,10 @@ contact: '[email protected]' # FIXME
 
 # Order of episodes in your lesson
 episodes: 
-- Introduction-AI-coding.md
+- introduction-ai-coding.md
 - code-generation-optimization.md
-- Enhancing-coding-efficiency.md
-- Ethical-and-security-considerations.md
+- enhancing-coding-efficiency.md
+- ethical-and-security-considerations.md
 
 # Information for Learners
 learners: 

diff --git a/episodes/code-generation-optimization.md b/episodes/code-generation-optimization.md
diff --git a/episodes/Enhancing-coding-efficiency.md → episodes/enhancing-coding-efficiency.md b/episodes/Enhancing-coding-efficiency.md → episodes/enhancing-coding-efficiency.md
diff --git a/...es/Ethical-and-security-considerations.md → ...es/ethical-and-security-considerations.md b/...es/Ethical-and-security-considerations.md → ...es/ethical-and-security-considerations.md
diff --git a/episodes/fig/RAG.png b/episodes/fig/RAG.png
diff --git a/episodes/fig/at_mentions.png b/episodes/fig/at_mentions.png
diff --git a/episodes/fig/atmentions1.gif b/episodes/fig/atmentions1.gif
diff --git a/episodes/fig/best practices chat.png b/episodes/fig/best practices chat.png
diff --git a/episodes/fig/chat_vscode_where_to_find.png b/episodes/fig/chat_vscode_where_to_find.png
diff --git a/episodes/fig/codeium chat best practices.png b/episodes/fig/codeium chat best practices.png
diff --git a/episodes/fig/codeium_command_vscode.mp4 b/episodes/fig/codeium_command_vscode.mp4
diff --git a/episodes/fig/command.webp b/episodes/fig/command.webp
diff --git a/episodes/Introduction-AI-coding.md → episodes/introduction-ai-coding.md b/episodes/Introduction-AI-coding.md → episodes/introduction-ai-coding.md
@@ -21,6 +21,7 @@
 ::::::::::::::::::::::::::::::::::::::::::::::::
 
 ## Introduction ##
+
 Artificial intelligence (AI) models for coding assistants, such as Codeium and GitHub Copilot, rely on machine learning (ML) techniques, particularly deep learning and natural language processing (NLP), to assist developers. These models are trained on vast amounts of publicly available code and documentation to understand patterns, syntax, and code logic across various programming languages. 
 Let’s break down the *key characteristics* of how these models work:
 
@@ -39,7 +40,7 @@

 | | **GitHub Copilot** | **Codeium** | **Amazon CodeWhisperer / Amazon Q Developer** | **Tabnine** | **Hugging Chat**  |
 |------------|-----------|-----------------|-----------------|-------------------|------------------|
 |  | ![](episodes/fig/github copilot logo.png) | ![](episodes/fig/codeium_logo.png) | ![](episodes/fig/amazon Q developer logo.png) | ![](episodes/fig/Tabnine-AI logo.png) | ![](episodes/fig/hugging chat logo.webp) |
 | **Brief Introduction**  | AI coding assistant developed in collaboration with OpenAI, suggests code as you type within the IDE | AI coding assistant that provides code completions and refactoring suggestions | AI assistant from Amazon Web Services, offers real-time code recommendations and integrates into various development environments | AI code completion tool providing accurate, context-aware code suggestions across multiple languages | Leverages open-source models for flexible and customizable AI code assistance |
 | **Key Features** | Integration with GitHub ecosystem<br><br> Multilingual support<br><br> Acts as a virtual pair programmer  | Advanced code completions<br><br> Code refactoring capabilities<br><br> Supports multiple programming languages | Code recommendations<br><br> Security scans for vulnerabilities<br><br> Real-time documentation assistance<br><br> Multilingual support  | Robust autocompletion<br><br> Learns from codebase to suggest relevant snippets and APIs<br><br> Extensive language support  | Open-source model integration<br><br> High flexibility in deployment<br><br> Supports diverse coding environments |
 | **Pricing** | Free for verified students (via GitHub Student Pack)<br><br> Monthly subscription fee, often with a free trial month | Free version with basic features<br><br> Paid version for full access to advanced features and higher usage limits | Free tier with basic features<br><br> Paid tiers with additional features, higher usage limits, and advanced support | Free version with limited features<br><br> Pro version subscription-based, available monthly or yearly<br><br> Discounts for team licenses | Free access to open-source models<br><br> Paid options for advanced support and additional features |
@@ -58,7 +59,7 @@

 4. Install Codeium: Type Codeium in the marketplace search bar, open up the page and click the blue Install button.

 ![](episodes/fig/install_extension.png)

 5. Authorize: After installation is complete, you should be prompted by Visual Studio Code with a pop-up on the bottom right to authorize Codeium. 
 *If not, you should see an option to sign in to your Codeium account in the bottom left Accounts tab of your Visual Studio Code window.*