AI by Hand ✍️

“AI by Hand ✍️” delves into the intricacies of building AI applications with a focus on memory, context, and persistence. The document explores the importance of short-term memory in AI applications, specifically in maintaining conversation history for seamless interactions. It highlights the role of tools like Langchain in enabling AI agents to continue conversations from where they left off, enhancing user experience. Additionally, the document discusses the significance of leveraging databases like PostgreSQL for storing conversation details and managing context effectively. Overall, “AI by Hand ✍️” provides insights into the practical implementation of AI technologies for enhanced user engagement and functionality.

Activation: the series

 AI by Hand ✍️

4 interactive lessons

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Sigmoid

 AI by Hand ✍️

Activation series · 4 of 4

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Softmax

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Activation series · 3 of 4

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Leaky ReLU

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Activation series · 2 of 4

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ReLU

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Activation series · 1 of 4

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Seminar next week ~ Google's Gemma 4

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Frontier Model Seminar Series 1

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Single vs Multi-Head Attention

 AI by Hand ✍️

Try the interactive version ↗

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Self Attention vs Cross Attention

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Fine-Tuning: the series

 AI by Hand ✍️

8 interactive lessons · click any card below to open the post

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LoRA

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Fine-Tuning series · 8 of 8

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Adapter Layers

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Fine-Tuning series · 7 of 8

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Feature Extraction + Head

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Fine-Tuning series · 6 of 8

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