How to Build a Multi-Agent Chatbot with CrewAI
Build a production-ready multi-agent chatbot with analyst and reviewer agents, ChromaDB RAG, CrewAI, and Gradio, delivering clearer, verified answers consistently.
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Build a production-ready multi-agent chatbot with analyst and reviewer agents, ChromaDB RAG, CrewAI, and Gradio, delivering clearer, verified answers consistently.
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Preserve Word layouts, tables, and media with Python GPT-4o hybrid workflow; combine text extraction and page images for accurate transcription.
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Build a private DeepSeek-R1 chatbot with Ollama, MongoDB, and chat U. No external APIs. Deployment steps for local setups or AWS.
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Ship a Python knowledge graph chatbot using Neo4j, Chainlit, and GPT-4o: Auto-generate Cypher, visualize results, and answer complex data questions accurately.
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Understand LLMs fast so you can take your first step into practical AI, learning what they are, how they're built, where to find them, and how to use them effectively.
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Understand what sets reasoning models apart and how they enable AI to analyze, plan, and solve tasks more reliably.
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Get a clear, data-backed career trajectory map for GenAI. Understand shifting roles, choose your path, and plan concrete next steps.
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Gain a practical understanding of the Transformer architecture that gives Large Language Models their extraordinary abilities.
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A clear, no nonsense look at how GenAI will reshape your job and your business and what it really means for your future.
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Learn how in-context learning works under the hood, when it helps, when it breaks, and how to structure prompts so models actually use the examples you provide.
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