Programme Tools List

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This is a reference list of tools and libraries. Some of these may not be used or referred to during the course.

 

Category Tool / Library Mapped Module(s) Alternatives Web Link
Frameworks & Orchestration LangChain 6, 7, 9–17, 19–21 – langchain.comLinks to an external site.
Autogen & Autogen Studio 2, 8, 9, 10, 11, 12, 17, 20 – microsoft.github.io/autogenLinks to an external site.
Flowise 1, 8, 9, 15, 19, 20, 21 – flowiseai.comLinks to an external site.
CrewAI 9, 10, 11, 19, 21 Guardrails AI, LangGraph crewai.comLinks to an external site.
LangFlow 4, 9, 20 – langflow.orgLinks to an external site.
OpenAgents 9, 19, 20 – github.com/xlang-ai/OpenAgentsLinks to an external site.
AgentVerse 10, 14 Autogen, CrewAI github.com/OpenBMB/AgentVerseLinks to an external site.
N8N 9 – n8n.ioLinks to an external site.
Guardrails AI 18 – guardrailsai.comLinks to an external site.
AI Models & APIs OpenAI (All services) 1, 2, 5, 6, 7, 9, 12, 13, 14, 18, 21 Hugging Face Transformers, Cohere API openai.comLinks to an external site.
Hugging Face 5, 6, 15, 16, 21 – huggingface.coLinks to an external site.
Google SDK / ADK 7, 9 – ai.google.devLinks to an external site.
Claude 12 – claude.aiLinks to an external site.
Groq 7 – groq.comLinks to an external site.
Vector Databases ChromaDB 6, 12, 15, 17, 21 FAISS trychroma.comLinks to an external site.
Pinecone 12, 15, 18, 21 ChromaDB, FAISS pinecone.ioLinks to an external site.
FAISS 6, 12, 20 – faiss.aiLinks to an external site.
Development & Deployment Python 1, 3, 2007 – python.orgLinks to an external site.
Jupyter 1, 3 – jupyter.orgLinks to an external site.
Replit 2, 16 GitHub Pages, Local dev replit.comLinks to an external site.
Pydantic 7, 9 – pydantic.devLinks to an external site.
Streamlit 16, 19, 21 Gradio streamlit.ioLinks to an external site.
FastAPI 16 Flask fastapi.tiangolo.comLinks to an external site.
Render 16 GitHub Pages, Streamlit Cloud render.comLinks to an external site.
Gradio 17 Streamlit gradio.appLinks to an external site.
Monitoring & Debugging LangSmith 1, 16, 17 LangFuse, Custom logging langchain.com/langsmithLinks to an external site.
PromptLayer 2, 13, 17 LangSmith, LangFuse, Manual tracing promptlayer.comLinks to an external site.
AgentOps 16, 17 LangSmith, Manual instrumentation agentops.aiLinks to an external site.
LangFuse 1 LangSmith langfuse.comLinks to an external site.
Machine Learning & Visualization Google Teachable Machine 3, 4 – teachablemachine.withgoogle.comLinks to an external site.
Scikit-learn 4, 7 – scikit-learn.orgLinks to an external site.
TensorFlow Playground 4, 8 – playground.tensorflow.orgLinks to an external site.
Python Tutor 2 – pythontutor.comLinks to an external site.
Tokenizer Visualizers 5, 10 – tiktokenizer.vercel.appLinks to an external site.
CleanRL 14 Stable Baselines3, PettingZoo github.com/vwxyzjn/cleanrlLinks to an external site.
t-SNE tools 6 – sklearn.manifold.TSNELinks to an external site.
Ethics & Resources AI Fairness Checklist 18 – Google AI – Advancing AI safely and responsiblyLinks to an external site.
Ethics Cards Toolkit 18 – Ethics CardsLinks to an external site.

Tools and practices

 18 – Responsible AI Tools and Practices | Microsoft AI

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