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

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rokbenko/ai-playground

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OpenAI logoAnthropic logoGemini logoMistral logo    LangChain logoLlamaIndex logo    LangGraph logoCrewAI logoFetch.ai logo    Vertex AI logoSnowflake logo    PostgreSQL logoMilvus logo    spaCy logo

Table of contents

👾 LLM providers 👾

Tutorial titleTutorial descriptionTech stackLinks
#1Response in JSON formatPython and Node.js examples on how to get a JSON response using the OpenAI Chat Completions APIPython badgeJavaScript badgeNode.js badgeGitHubYouTube
#2 Personal Math Tutor*
*Assistants APIv1 beta
Python and Node.js examples on how to build a Personal Math Tutor using the OpenAI Assistants APIv1 beta with the Code Interpreter toolPython badgeJavaScript badgeNode.js badgeGitHubYouTube
#3 GUI for the Personal Math Tutor*
*Assistants APIv1 beta
Next.js GUI for the#2 Personal Math Tutor tutorialNext.js badgeTailwind CSS badgeMaterial UI badgeGitHubYouTube
#4 Customer Support Chatbot*
*Assistants APIv1 beta
Python and Node.js examples on how to build a Customer Support Chatbot using the OpenAI Assistants APIv1 beta with the Knowledge Retrieval toolPython badgeJavaScript badgeNode.js badgeGitHubYouTube
#5 TUI for the Customer Support Chatbot*
*Assistants APIv1 beta
Python and Node.js TUIs for the#4 Customer Support Chatbot tutorialPython badgeJavaScript badgeNode.js badgeGitHubYouTube
#6 TUI for the Customer Support Chatbot with response streaming*
*Assistants APIv1 beta
Python and Node.js TUIs for the#4 Customer Support Chatbot tutorial with response streamingPython badgeJavaScript badgeNode.js badgeGitHubYouTube
#7 TUI for assistants: response polling vs. streaming*
*Assistants APIv2 beta
Python and Node.js TUIs for assistants to show the difference between response polling (manual or with a helper) and streaming (with a helper)Python badgeJavaScript badgeNode.js badgeGitHubYouTube
#8LLMs explainedPython and Node.js examples on how LLMs work using the OpenAI SDKtop_logprobs parameterPython badgeJavaScript badgeNode.js badgeGitHubYouTube
Tutorial titleTutorial descriptionTech stackLinks
#1Gemini Pro API starterPython and Node.js examples on how to use the Gemini Pro APIPython badgeJavaScript badgeNode.js badgeGitHubYouTube

🛠️ Frameworks 🛠️

Tutorial titleTutorial descriptionTech stackLinks
#1Create Llama app with 1 command in 2 minutesInstructions on how to create a LlamaIndex chat streaming app using Next.js GUI and OpenAI LLM with 1 command in 2 minutesNext.js badgeGitHubYouTube
#2GUI for a Travel Recommendation RAGStreamlit GUI for a Travel Recommendation RAG with response streaming using LlamaIndex and OpenAI LLMStreamlit badgeGitHubYouTube
#3Eval of the Travel Recommendation RAGEvaluation of the#2 GUI for a Travel Recommendation RAG tutorialPython badgeGitHubYouTube

🤖 Agents 🤖

Tutorial titleTutorial descriptionTech stackLinks
#1TUI for a LangGraph agent with a web connectionPython and Node.js TUIs for a LangGraph ReAct agent using OpenAI LLM and Tavily tool to get a web connectionPython badgeJavaScript badgeNode.js badgeGitHubYouTube
#2TUI for a LangGraph agent with memoryAdd memory to the#1 TUI for a LangGraph agent with a web connection tutorialPython badgeJavaScript badgeNode.js badgeGitHubYouTube
#3TUI for a LangGraph agent with persistent memory using PostgreSQLAdd persistent memory using PostgreSQL to the#1 TUI for a LangGraph agent with a web connection tutorialPython badgeGitHubYouTube
#4TUI for a LangGraph agent with persistent memory using PostgreSQL with pgvectorAdd persistent memory using PostgreSQL with pgvector to the#1 TUI for a LangGraph agent with a web connection tutorialPython badgeGitHubYouTube
Tutorial titleTutorial descriptionTech stackLinks
#1Podcast prepperPython example using CrewAI, Anthropic LLM and Exa tool, designed for podcast hosts, helping them:
  • research a guest
  • prepare detailed insights about the guest
  • suggest relevant questions for an upcoming episode with the guest
Python badgeGitHubYouTube
Tutorial titleTutorial descriptionTech stackLinks
#1uAgents starter Python examples on how to:
  • build a Fetch.ai agent with a startup task
  • build a Fetch.ai agent with an interval task
  • build a Fetch.ai agent and get its address
  • build a Fetch.ai stateful agent
Python badgeGitHubYouTube
#2uAgents communicationPython examples on how to make Fetch.ai agents communicate with each other locally or remotely using Almanac contractsPython badgeGitHubYouTube

☁️ Cloud ☁️

Tutorial titleTutorial descriptionTech stackLinks
#1Vertex AI Gemini Pro API starterPython and Node.js examples on how to use the Vertex AI Gemini Pro APIPython badgeJavaScript badgeNode.js badgeGitHubYouTube
Tutorial titleTutorial descriptionTech stackLinks
#1Snowflake Cortex LLM functions starterPython example on how to use the Snowflake Cortex LLM functionsPython badgeGitHubYouTube

📈 Monitoring 📈

Tutorial titleTutorial descriptionTech stackLinks
#1LangSmith observability starterAdd observability using LangSmith to the#3 TUI for a LangGraph agent with persistent memory using PostgreSQL tutorialPython badgeGitHubYouTube

🗃️ Vector DBs 🗃️

Tutorial titleTutorial descriptionTech stackLinks
#1Milvus Standalone starterPython and Node.js examples on how to install Milvus Standalone using Docker, connect to a Milvus Standalone server and list all Milvus collectionsPython badgeJavaScript badgeNode.js badgeDocker badgeGitHubYouTube
#2Attu starterInstructions on how to run Attu, a GUI for Milvus Standalone, using DockerDocker badgeGitHubYouTube
#3Text similarity searchPython example on how to do text similarity search with Milvus StandalonePython badgeDocker badgeGitHubYouTube

💬 NLP 💬

Tutorial titleTutorial descriptionTech stackLinks
#1Add a new entity label to NERJupyter Notebook example on how to add a new entity label to spaCy's default NER modelJupyter Notebook badgeGitHubYouTube

⭐ Star history ⭐

Star History Chart

🤝 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:

  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 MITlicense.


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