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Matt Dancho (Business Science)
@mdancho84

Who is a full stack AI engineer? These are the 8 skills for AI engineering you need to learn:

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Matt Dancho (Business Science)
@mdancho84

1. Prompt Engineering Learn how to craft structured prompts that robustly generate deterministic output.

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Matt Dancho (Business Science)
@mdancho84

2. RAG Systems RAG = Retrieval Augmented Generation This is where you give LLMs access to knowledge via databases (vector storage).

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Matt Dancho (Business Science)
@mdancho84

3. Fine Tuning Learn skills like LoRA to enhance a foundational LLM with domain-specific data.

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Matt Dancho (Business Science)
@mdancho84

4. AI Agents AI agents automate business processes and workflows with: - tools - multi-nodes - memory and state management

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Matt Dancho (Business Science)
@mdancho84

5. LLM Deployment Learn how to package your models into production-ready APIs.

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Matt Dancho (Business Science)
@mdancho84

6. LLM Optimization Learn how to improve results and lower inference costs by optimizing your AI applications.

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Matt Dancho (Business Science)
@mdancho84

7. LLM Observability Learn tracing, logging, and monitoring to ensure your AI application works as the underlying LLMs change.

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Matt Dancho (Business Science)
@mdancho84

8. Context Engineering Learn how to orchestrate content and enhance contextual inputs to your LLM models for domain-specific purposes.

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Matt Dancho (Business Science)
@mdancho84

Want to learn how to do this for a data science project? On October 1st, How I built an AI Customer Segmentation Agent with Python (Free Workshop): - Scikit Learn - K-Means - LangChain - LangGraph - OpenAI 👉Register here (500 seats): <a target="_blank" href="https://learn.business-science.io/ai-register" color="blue">learn.business-science.io/ai-register</a>

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Matt Dancho (Business Science)
@mdancho84

That's a wrap! Over the next 24 days, I'm sharing the 24 concepts that helped me become a data scientist. If you enjoyed this thread: 1. Follow me @mdancho84 for more of these 2. RT the tweet below to share this thread with your audience <a target="_blank" href="https://twitter.com/815555071517872128/status/1969787536475136450" color="blue">x.com/81555507151787…</a>