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    "title": "Introduction",
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  },
  "GN6SnI7RXIeW8JeD-qORW": {
    "title": "What is an AI Engineer?",
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    "links": []
  },
  "jSZ1LhPdhlkW-9QJhIvFs": {
    "title": "AI Engineer vs ML Engineer",
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    "links": []
  },
  "wf2BSyUekr1S1q6l8kyq6": {
    "title": "LLMs",
    "description": "",
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  },
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    "title": "Inference",
    "description": "",
    "links": []
  },
  "xostGgoaYkqMO28iN2gx8": {
    "title": "Training",
    "description": "",
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  },
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    "title": "Embeddings",
    "description": "",
    "links": []
  },
  "LnQ2AatMWpExUHcZhDIPd": {
    "title": "Vector Databases",
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  },
  "9JwWIK0Z2MK8-6EQQJsCO": {
    "title": "RAG",
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  },
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    "title": "Prompt Engineering",
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  },
  "9XCxilAQ7FRet7lHQr1gE": {
    "title": "AI Agents",
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    "links": []
  },
  "5QdihE1lLpMc3DFrGy46M": {
    "title": "AI vs AGI",
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    "links": []
  },
  "qJVgKe9uBvXc-YPfvX_Y7": {
    "title": "Impact on Product Development",
    "description": "",
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  },
  "K9EiuFgPBFgeRxY4wxAmb": {
    "title": "Roles and Responsiblities",
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  },
  "d7fzv_ft12EopsQdmEsel": {
    "title": "Pre-trained Models",
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  },
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    "title": "Benefits of Pre-trained Models",
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  },
  "MXqbQGhNM3xpXlMC2ib_6": {
    "title": "Limitations and Considerations",
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  },
  "2WbVpRLqwi3Oeqk1JPui4": {
    "title": "Open AI Models",
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  },
  "vvpYkmycH0_W030E-L12f": {
    "title": "Capabilities / Context Length",
    "description": "",
    "links": []
  },
  "LbB2PeytxRSuU07Bk0KlJ": {
    "title": "Cut-off Dates / Knowledge",
    "description": "",
    "links": []
  },
  "hy6EyKiNxk1x84J63dhez": {
    "title": "Anthropic's Claude",
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    "links": []
  },
  "oe8E6ZIQWuYvHVbYJHUc1": {
    "title": "Google's Gemini",
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    "links": []
  },
  "3PQVZbcr4neNMRr6CuNzS": {
    "title": "Azure AI",
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    "links": []
  },
  "OkYO-aSPiuVYuLXHswBCn": {
    "title": "AWS Sagemaker",
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    "links": []
  },
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    "title": "Hugging Face Models",
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  },
  "n-Ud2dXkqIzK37jlKItN4": {
    "title": "Mistral AI",
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  },
  "a7qsvoauFe5u953I699ps": {
    "title": "Cohere",
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    "links": []
  },
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    "title": "OpenAI Models",
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  },
  "zdeuA4GbdBl2DwKgiOA4G": {
    "title": "OpenAI API",
    "description": "",
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  },
  "_bPTciEA1GT1JwfXim19z": {
    "title": "Chat Completions API",
    "description": "",
    "links": []
  },
  "9-5DYeOnKJq9XvEMWP45A": {
    "title": "Writing Prompts",
    "description": "",
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  },
  "nyBgEHvUhwF-NANMwkRJW": {
    "title": "Open AI Playground",
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    "links": []
  },
  "15XOFdVp0IC-kLYPXUJWh": {
    "title": "Fine-tuning",
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  },
  "qzvp6YxWDiGakA2mtspfh": {
    "title": "Maximum Tokens",
    "description": "",
    "links": []
  },
  "FjV3oD7G2Ocq5HhUC17iH": {
    "title": "Token Counting",
    "description": "",
    "links": []
  },
  "DZPM9zjCbYYWBPLmQImxQ": {
    "title": "Pricing Considerations",
    "description": "",
    "links": []
  },
  "8ndKHDJgL_gYwaXC7XMer": {
    "title": "AI Safety and Ethics",
    "description": "",
    "links": []
  },
  "cUyLT6ctYQ1pgmodCKREq": {
    "title": "Prompt Injection Attacks",
    "description": "",
    "links": []
  },
  "lhIU0ulpvDAn1Xc3ooYz_": {
    "title": "Bias and Fareness",
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    "links": []
  },
  "sWBT-j2cRuFqRFYtV_5TK": {
    "title": "Security and Privacy Concerns",
    "description": "",
    "links": []
  },
  "Pt-AJmSJrOxKvolb5_HEv": {
    "title": "Conducting adversarial testing",
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  },
  "ljZLa3yjQpegiZWwtnn_q": {
    "title": "OpenAI Moderation API",
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  },
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    "title": "Adding end-user IDs in prompts",
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  },
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    "title": "Robust prompt engineering",
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  },
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    "title": "Know your Customers / Usecases",
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  },
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    "title": "Constraining outputs and inputs",
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  },
  "a_3SabylVqzzOyw3tZN5f": {
    "title": "OpenSource AI",
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  },
  "RBwGsq9DngUsl8PrrCbqx": {
    "title": "Open vs Closed Source Models",
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    "links": []
  },
  "97eu-XxYUH9pYbD_KjAtA": {
    "title": "Popular Open Source Models",
    "description": "",
    "links": []
  },
  "v99C5Bml2a6148LCJ9gy9": {
    "title": "Hugging Face",
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  },
  "YLOdOvLXa5Fa7_mmuvKEi": {
    "title": "Hugging Face Hub",
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  },
  "YKIPOiSj_FNtg0h8uaSMq": {
    "title": "Hugging Face Tasks",
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  },
  "3kRTzlLNBnXdTsAEXVu_M": {
    "title": "Inference SDK",
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  },
  "bGLrbpxKgENe2xS1eQtdh": {
    "title": "Transformers.js",
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  },
  "rTT2UnvqFO3GH6ThPLEjO": {
    "title": "Ollama",
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  },
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    "title": "Ollama Models",
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  },
  "TsG_I7FL-cOCSw8gvZH3r": {
    "title": "Ollama SDK",
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  },
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    "title": "What are Embeddings",
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  },
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    "title": "Semantic Search",
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  },
  "HQe9GKy3p0kTUPxojIfSF": {
    "title": "Recommendation Systems",
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  },
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    "title": "Anomaly Detection",
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  },
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    "title": "Data Classification",
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  },
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    "title": "Open AI Embeddings API",
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  },
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    "title": "Open AI Embedding Models",
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  },
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  },
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    "title": "Open-Source Embeddings",
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  },
  "ZV_V6sqOnRodgaw4mzokC": {
    "title": "Sentence Transformers",
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  },
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    "title": "Models on Hugging Face",
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    "title": "Vector Databases",
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  },
  "WcjX6p-V-Rdd77EL8Ega9": {
    "title": "Purpose and Functionality",
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  },
  "dSd2C9lNl-ymmCRT9_ZC3": {
    "title": "Chroma",
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  },
  "_Cf7S1DCvX7p1_3-tP3C3": {
    "title": "Pinecone",
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  },
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    "title": "Weaviate",
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  },
  "JurLbOO1Z8r6C3yUqRNwf": {
    "title": "FAISS",
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  },
  "rjaCNT3Li45kwu2gXckke": {
    "title": "LanceDB",
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  },
  "DwOAL5mOBgBiw-EQpAzQl": {
    "title": "Qdrant",
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  },
  "9kT7EEQsbeD2WDdN9ADx7": {
    "title": "Supabase",
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  },
  "j6bkm0VUgLkHdMDDJFiMC": {
    "title": "MongoDB Atlas",
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  },
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    "title": "Indexing Embeddings",
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  },
  "ZcbRPtgaptqKqWBgRrEBU": {
    "title": "Performing Similarity Search",
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  },
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    "title": "RAG & Implementation",
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    "title": "RAG Usecases",
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    "title": "RAG vs Fine-tuning",
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    "title": "Chunking",
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    "title": "Generation",
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  },
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    "title": "Open AI Assistant API",
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    "title": "Replicate",
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    "title": "ReAct Prompting",
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    "title": "Manual Implementation",
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  },
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    "title": "OpenAI Functions / Tools",
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  },
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    "title": "Image Understanding",
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    "title": "Speech-to-Text",
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    "title": "DALL-E API",
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  "j9zD3pHysB1CBhLfLjhpD": {
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    "title": "LlamaIndex for Multimodal Apps",
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  },
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    "title": "Development Tools",
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  },
  "XcKeQfpTA5ITgdX51I4y-": {
    "title": "AI Code Editors",
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  },
  "TifVhqFm1zXNssA8QR3SM": {
    "title": "Code Completion Tools",
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    "links": []
  }
}