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_At the center of the bench lies the torso of a robot—an engineering marvel that has consumed months of effort. Its wooden frame is intricately carved, each joint meticulously designed for smooth movement._
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As your eyes adjust to the dim light, you notice a figure in the distance, waving at you. You walk towards him, your footsteps echoing on the wooden floor. The figure becomes clearer, and you recognize him from newspaper photos, it's Charles Babbage.
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People in togas move through the streets, their voices blending into a symphony of ancient dialects, air filled with the scent of exotic spices and the distant sound of merchants hawking their wares.
**You:** Surely, I must have hit my head, you think, closing your eyes and opening them again, scene remains unchanged.
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An elderly gentleman wearing a toga waves at you from the steps of the grand temple. His white hair and beard catch the sunlight, giving him an almost ethereal glow.
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<div>
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<imgsrc="./assets/dinocrates.png"alt="Dinocrates wearing a toga"width="300">
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<imgsrc="/lessons/01-intro-to-genai/assets/dinocrates.png"alt="Dinocrates wearing a toga"width="300">
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</div>
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**Dinocrates:** "Welcome, traveler," he says warmly. "I am Dinocrates, architect of this great city. Your arrival was foretold."
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**You:** You're right, George is a good name, it was my father's name in fact.
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<div>
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<imgsrc="./assets/time-beetle.png"alt="Time travel device resembling a metallic beetle"width="300">
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<imgsrc="/lessons/01-intro-to-genai/assets/time-beetle.png"alt="Time travel device resembling a metallic beetle"width="300">
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</div>
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_Time device, “George” the metallic beetle_
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> [Responsible AI disclaimer](../../README.md#responsible-ai-disclaimer)
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<div>
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<imgsrc="./assets/dinocrates.png"alt="Dinocrates wearing a toga"width="300">
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<imgsrc="/lessons/01-intro-to-genai/assets/dinocrates.png"alt="Dinocrates wearing a toga"width="300">
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</div>
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**Steps**:
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5. Chat with Dinocrates.
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> [!NOTE]
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> If you're running the project locally on your machine, please review the QuickStart guide to get a [GitHub personal access](../../docs/setup/README.md#creating-a-personal-access-token-pat-for-github-model-access) token setup and replace the key in the code.
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> If you're running the project locally on your machine, please review the QuickStart guide to get a [GitHub personal access](/docs/setup/README.md#creating-a-personal-access-token-pat-for-github-model-access) token setup and replace the key in the code.
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*🎥 Click on the image above to watch a short video about large language models*
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💼 Slides: [Introduction to large language models, LLMs](../../videos/slides/01-llms.pptx)
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💼 Slides: [Introduction to large language models, LLMs](/videos/slides/01-llms.pptx)
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## Narrative: Picture yourself in a boat on a river
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> [!NOTE]
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> _Our story so far: You are a maker of things, a craftsman from 1860s London who has traveled through time using a mysterious device called the Time Beetle. You've journeyed through the annals of history, witnessing the creation of the lighthouse at Alexandria, a marvel of ancient engineering you helped create with a little help from Dinocrates and the Time Beetle._
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>
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> See [Lesson 1](../01-intro-to-genai/README.md) if you want to catch up with the story from the beginning and get started with Generative AI.
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> See [Lesson 1](/lessons/01-intro-to-genai/README.md) if you want to catch up with the story from the beginning and get started with Generative AI.
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> [!NOTE]
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> While we recommend going through the story (it's fun!), [click here](#interact-with-leonardo) if you'd prefer to jump straight to the technical content.
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Looking around the boat, you find a long oar resting against the side. Grasping it, you begin to row towards the distant buildings. As you get closer, the buildings come into sharper focus, they are old, their architecture reminiscent of a Renaissance painting.
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<div>
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<img src="./assets/boat.png" alt="Boat on the rive, man standing with a paddle" width=300" >
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<img src="/lessons/02-first-ai-app/assets/boat.png" alt="Boat on the rive, man standing with a paddle" width=300" >
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</div>
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The question now is, where and when are you this time?
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As you walk, you notice a man with a long beard and a hat, digging through a crate of what looks like mechanical parts. His hands move deftly, sorting through gears and springs with practiced ease.
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<div >
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<imgsrc="./assets/leonardo.png"alt="Leonardo Da Vinci standing next to a crate in the harbour"width="300" >
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<imgsrc="/lessons/02-first-ai-app/assets/leonardo.png"alt="Leonardo Da Vinci standing next to a crate in the harbour"width="300" >
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</div>
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### Help me, Leonardo
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For a more detailed explanation of the app, see [Detailed app explanation](/lessons/01-intro-to-genai/README.md#interact-with-dinocrates).
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> [!NOTE]
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> If you're running the project locally on your machine, please review the QuickStart guide to get a [GitHub personal access](../../docs/setup/README.md#creating-a-personal-access-token-pat-for-github-model-access) token setup and replace the key in the code.
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> If you're running the project locally on your machine, please review the QuickStart guide to get a [GitHub personal access](/docs/setup/README.md#creating-a-personal-access-token-pat-for-github-model-access) token setup and replace the key in the code.
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## Development environment setup
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I want you to generate recipes for me.
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```
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Running `tokenizer` on the sentence above gives us 9 tokens.
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> [!NOTE]
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> So far, you've been on a journey through time with Leonardo da Vinci, exploring the wonders of the Renaissance. You've encountered the Time Beetle, a mysterious device that allows you to travel through time and space.
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>
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> See [Lesson 1](../01-intro-to-genai/README.md) if you want to catch up with the story from the beginning.
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> See [Lesson 1](/lessons/01-intro-to-genai/README.md) if you want to catch up with the story from the beginning.
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> [!NOTE]
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> While we recommend going through the story (it's fun!), [click here](#interact-with-sforza) if you'd prefer to jump straight to the technical content.
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Before you manage to press the button, the workshop doors slam open with a thunderous bang. A man stands in the doorway, broad-shouldered and dressed in expensive clothes, he waves a piece of paper in the air, yelling:
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<div>
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<imgsrc="./assets/ludovico.png"alt="An angry Ludovico Sforza busting in through the door"width="300">
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<imgsrc="/lessons/03-prompt-engineering/assets/ludovico.png"alt="An angry Ludovico Sforza busting in through the door"width="300">
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</div>
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*Ludovico Sforza*
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The swirl of colors fades, and you find yourself in the carriage, now racing down the Via Appia in Rome and to your astonishment, you're in the middle of a horse race. Chariots thunder past, their wheels kicking up clouds of dust.
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<div>
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<imgsrc="./assets/escape.png"alt="Escape from Rome"width="300">
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<imgsrc="/lessons/03-prompt-engineering/assets/escape.png"alt="Escape from Rome"width="300">
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</div>
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**You:** Leonardo, where are we?
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You look out over the city; the ancient buildings stretch out below you.
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<div>
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<imgsrc="./assets/airborne.png"alt="Airborne, looks down at the city with feet dangling"width="300">
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<imgsrc="/lessons/03-prompt-engineering/assets/airborne.png"alt="Airborne, looks down at the city with feet dangling"width="300">
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</div>
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## Interact with Sforza
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> [Responsible AI disclaimer](/README.md#responsible-ai-disclaimer)
## Narrative - Out of the frying pan and into the fire
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> [!NOTE]
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> _Our story so far: You, a mechanically trained engineer from 1860 and have been on a journey through time with Leonardo da Vinci. You've escaped Roman soldiers — or rather, you're in the process of escaping them— and you're desperately searching for a way to land the aeriel screw safely_.
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>
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> See [Lesson 1](../01-intro-to-genai/README.md) if you want to catch up with the story from the beginning.
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> See [Lesson 1](/lessons/01-intro-to-genai/README.md) if you want to catch up with the story from the beginning.
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> [!NOTE]
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> While we recommend going through the story (it's fun!), [click here](#interact-with-montezuma) if you'd prefer to jump straight to the technical content.
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The aerial screw, rests awkwardly on a large, intricately carved stone, with markings that look like a calendar
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<div>
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<imgalt="Aztec calendar, Wikipedia"src="./assets/aztec.png"width="300" />
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<imgalt="Aztec calendar, Wikipedia"src="/lessons/04-structured-output/assets/aztec.png"width="300" />
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</div>
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_Aztec calendar, Wikipedia_
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Before you can react, a group of Aztec soldiers approaches.
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<div>
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<imgsrc="./assets/meeting.png"alt="Meeting with Aztecs"width="300" />
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<imgsrc="/lessons/04-structured-output/assets/meeting.png"alt="Meeting with Aztecs"width="300" />
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</div>
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**Soldier leader:** "Who are you, and what have you done?" he demands in Nahuatl.
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**Montezuma:** "Very well. I propose a game of [Patolli](#patolli). If I win the best of three games, you will give me your device and tell me how it works. If you win, you are free to go."
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<div>
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<imgsrc="./assets/game.png"alt="Playing a game of Patolli"width="300" />
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<imgsrc="/lessons/04-structured-output/assets/game.png"alt="Playing a game of Patolli"width="300" />
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</div>
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The game begins, and the room falls silent, save for the sound of beans being rolled and pieces moving across the board.
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> **Aztec Involvement**: Widely played by nobles and commoners, it was a favorite at Montezuma’s court. Beyond fun, it involved high-stakes gambling with bets like blankets, precious stones, or even freedom.
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