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Artwork for Data Science Espresso by Sarah Lea

Data Science Espresso by Sarah Lea

Data Science Espresso by Sarah

Machine Learning, Deep Learning and Data Science simplified and served to your coffee break☕!

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Substack
PricingOnly free issuesPublishesWeekly
Issues56Founded2 years agoLast Issue10 days ago
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Latest Issues

I Built the Same B2B Document Extractor Twice: Regex-Rules vs. LLM

Imagine you process B2B order forms every day. In theory, all documents contain the same information:

  • customer ID

  • purchase order number

  • delivery date

  • ordered items

In practice, however, every customer structures the...

10 days ago
3

When Retrieval Goes Wrong in RAG Systems

Chunk Size 220
Q2: “How does OneLatex interpret text highlighted in green in OneNote?”
Answer: “If the background of a text in OneNote is marked in yellow, OneLatex interprets the text as native LaTeX code…”

Chunk Size 500...

5 months ago
14
4

CSV Plot Agent with LangChain & Streamlit - The Perfect Starting Point

Could I build a small plot agent that understands natural language, picks the right tools and instantly returns the right answer or visualization?

I decided to find out. The result was a simple CSV Plot Agent with LangChain, Streamlit and...

8 months ago
5

Build a CSV Sanity-Check Agent in Python with LangChain

When you get a new CSV, what do you check first?

Typical questions are:

  • Which columns does the dataset contain?

  • Are there columns with missing values (NaNs)?

  • What do the descriptive statistics of the numerical columns look l...

8 months ago
6

One of the concepts that makes Reinforcement Learning click

🍕 Always choose the best pizzeria you already know?

That’s the greedy strategy: Safe, but you might be missing something even better.

This is the Exploration vs. Exploitation dilemma in action.

In AI, it’s tackled with Multi-Armed Bandi...

9 months ago
1

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  • Data Science Espresso by Sarah

    Simplifying tech for curious minds | Follow for insights that make tech accessible \ud83d\ude80 | Writing about Data, AI, ML & Python | MSc in Data Science in Progress | Ex-Salesforce-Consultant, now working at a Big Tech company

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