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Beginners course module 5#2498

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beginners-course-module-5
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Beginners course module 5#2498
manas95826 wants to merge 6 commits into
masterfrom
beginners-course-module-5

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@manas95826

@manas95826 manas95826 commented Jul 10, 2026

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PREVIEW

This PR is still work in progress. Formatting and images will be added soon

Module 1-3 pages don't exist yet, so the syllabus links to them
were 404ing the lychee internal link checker.
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@kanungle kanungle added draft do not merge For release on a specified date labels Jul 10, 2026

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Multimodal is good, but multilingual introduces challenges for evaluating search results. We can't expect learners to know multiple spoken languages.

Comment on lines +35 to +37
- 📰 **Daily Signals**: News, earnings calls, satellite images, factory footage, ingested every 24 hours.
- 🔍 **Clustering**: Group signals by supplier, topic, and risk theme using vector proximity.
- 🌏 **Cross-Language Queries**: Ask in English, retrieve what Japanese and Chinese sources are saying.

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not sure about emojis

| Financial filings | text | fin-e5 or MiniLM | supplier_id, filing_type, fiscal_year, currency |
| Social / forums | text | multilingual-e5-large + BM25 | supplier_id, platform, language, date, severity |

### Multilingual Text: Why multilingual-e5-large

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Multilingual can be hard, and would be difficult for users to verify

@manas95826 manas95826 requested a review from kanungle July 12, 2026 15:16
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