Large Language Models
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Large Language Models: Tokens and Context Windows Explained
- Locked trick - Bike shop: sorting the spare parts bin. Ride this lesson to collect it.
- Locked trick - Phone box with no answering machine. Ride this lesson to collect it.
- Locked trick - Slicing a long baguette at the picnic. Ride this lesson to collect it.
- Locked trick - Packing the pannier bags in order. Ride this lesson to collect it.
- Locked trick - Overloaded luggage rack. Ride this lesson to collect it.
How LLMs Generate Text: Transformers, Attention and Next-Token Prediction
- Locked trick - Starting line: the tipping scales. Ride this lesson to collect it.
- Locked trick - Lane with faded road markings. Ride this lesson to collect it.
- Locked trick - Roundabout going round and round. Ride this lesson to collect it.
- Locked trick - Crowded bike rack: who owns this helmet?. Ride this lesson to collect it.
- Locked trick - Café stop: a tidy story about the route. Ride this lesson to collect it.
LLM Sampling: Temperature, Top-p and Why Hallucinations Happen
- Locked trick - Workshop dial marked cool to hot. Ride this lesson to collect it.
- Locked trick - Sieve at the water station. Ride this lesson to collect it.
- Locked trick - Turning the gear lever up and down. Ride this lesson to collect it.
- Locked trick - A wrong turn that keeps getting longer. Ride this lesson to collect it.
- Locked trick - Mile marker with the wrong distance painted on. Ride this lesson to collect it.
Using LLMs via APIs: Latency, Cost Drivers and Choosing a Model
- Locked trick - Traffic jam at the roadworks. Ride this lesson to collect it.
- Locked trick - Toll booth counting every passing wheel. Ride this lesson to collect it.
- Locked trick - Closed bridge ahead. Ride this lesson to collect it.
- Locked trick - Waiting at the lights, getting longer. Ride this lesson to collect it.
- Locked trick - Bike repair stall with a price board. Ride this lesson to collect it.