Code from tutorials presented on
the Code AI with Rok
YouTube channel

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Table of contents

• LLMs
  
  • OpenAI
    
  • Gemini
    
• Frameworks
  
  • LlamaIndex
    
  • Fetch.ai
    
• Cloud
  
  • Snowflake
    
• Vector databases
  
  • Milvus
    
• NLP
  
  • spaCy
    

👾 LLMs 👾

OpenAI

	Tutorial title	Tutorial description	Tech stack	Links
#1	Get response in JSON format	Python and Node.js examples on how to get a JSON response using the OpenAI Chat Completions API		GitHub	YouTube
#2	Build a personal math tutor* *Assistants API v1 beta	Python and Node.js examples on how to build a personal math tutor with the OpenAI Assistants API v1 beta using the Code Interpreter tool		GitHub	YouTube
#3	GUI for a personal math tutor* *Assistants API v1 beta	Next.js GUI for the #2 Build a personal math tutor tutorial		GitHub	YouTube
#4	Build a customer support chatbot* *Assistants API v1 beta	Python and Node.js examples on how to build a customer support chatbot with the OpenAI Assistants API v1 beta using the Knowledge Retrieval tool		GitHub	YouTube
#5	TUI for a customer support chatbot* *Assistants API v1 beta	Python and Node.js TUIs for the #4 Build a customer support chatbot tutorial		GitHub	YouTube
#6	TUI for a customer support chatbot with response streaming* *Assistants API v1 beta	Python and Node.js TUIs for the #4 Build a customer support chatbot tutorial with response streaming		GitHub	YouTube
#7	TUI for assistants: response polling vs. streaming* *Assistants API v2 beta	Python and Node.js TUIs for assistants to show the difference between response polling (manual or with helpers) and streaming (with helpers)		Coming soon... ✨	Coming soon... ✨
#8	Next.js GUI for assistants with response streaming* *Assistants API v2 beta	Next.js GUI for the #2 Build a personal math tutor and #4 Build a customer support chatbot tutorials with response streaming		Coming soon... ✨	Coming soon... ✨
#9	Streamlit GUI for assistants with response streaming* *Assistants API v2 beta	Streamlit GUI for the #2 Build a personal math tutor and #4 Build a customer support chatbot tutorials with response streaming		Coming soon... ✨	Coming soon... ✨

Gemini

	Tutorial title	Tutorial description	Tech stack	Links
#1	Gemini Pro API starter	Python and Node.js examples on how to use the Gemini Pro API		GitHub	YouTube
#2	Vertex AI Gemini Pro API starter	Python and Node.js examples on how to use the Vertex AI Gemini Pro API		GitHub	YouTube

🛠️ Frameworks 🛠️

LangChain

	Tutorial title	Tutorial description	Tech stack	Links
#1	TUI for a LangGraph agent with a web connection through Tavily	Python and Node.js TUIs for a LangGraph ReAct agent using the Tavily tool to get a web connection and an OpenAI LLM		GitHub	YouTube

LlamaIndex

	Tutorial title	Tutorial description	Tech stack	Links
#1	Create Llama app	Instructions on how to create a LlamaIndex chat streaming app using the OpenAI model and Next.js GUI with 1 command in 2 minutes		GitHub	YouTube
#2	GUI for a travel recommendation RAG	Streamlit GUI for a travel recommendation RAG with response streaming using LlamaIndex with an OpenAI LLM		GitHub	YouTube
#3	Eval of a travel recommendation RAG	Evaluation of the #2 GUI for a travel recommendation RAG tutorial		GitHub	YouTube

Fetch.ai

	Tutorial title	Tutorial description	Tech stack	Links
#1	uAgents starter	Python examples on how to: create a Fetch.ai agent with a startup task create a Fetch.ai agent with an interval task create a Fetch.ai agent and get its address create a Fetch.ai stateful agent		GitHub	YouTube
#2	uAgents communication	Python examples on how to make Fetch.ai agents communicate with each other locally or remotely using Almanac contracts		GitHub	YouTube

☁️ Cloud ☁️

Snowflake

	Tutorial title	Tutorial description	Tech stack	Links
#1	Snowflake Cortex LLM functions starter	Python example on how to use the Snowflake Cortex LLM functions		GitHub	YouTube

🗃️ Vector databases 🗃️

Milvus

	Tutorial title	Tutorial description	Tech stack	Links
#1	Milvus Standalone starter	Python and Node.js examples on how to install Milvus Standalone using Docker, connect to a Milvus server and list all collections		GitHub	YouTube
#2	Attu starter	Instructions on how to run Attu, a GUI for Milvus, using Docker		GitHub	YouTube
#3	Text similarity search	Python example on how to do text similarity search with Milvus (Note: input vector is calculated with spaCy)		GitHub	YouTube

🤖 NLP 🤖

spaCy

	Tutorial title	Tutorial description	Tech stack	Links
#1	Add a new entity label to NER	Jupyter Notebook example on how to add a new entity label to spaCy's default NER		GitHub	YouTube

⭐ Star history ⭐

🤝 Contributing 🤝

Thank you for considering contributing to my repository. While I don't accept direct additions of tutorials, I warmly welcome contributions in the following forms:

• Reporting major issues: Found a bug, or error? Feel free to open an issue on GitHub. Be sure to provide as much detail as possible, including steps to reproduce the issue.
• Fixing minor issues: Found a typo, grammatical error, or other small issue? Feel free to open a pull request to fix them directly.
• Making suggestions: Have an idea how I can enhance my tutorials or topics I should cover? Share your thoughts by creating a new issue outlining your suggestion. I'll carefully consider all reasonable ideas.

To contribute, do the following:

1. Fork this repository.
2. Make your desired changes.
3. Create a commit and push the changes.
4. Create a pull request.

I'll review your pull request and get back to you as soon as possible.

📄 License 📄

This project is open source and available under the MIT License.