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@@ -18,12 +18,12 @@ title: Media
 
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 |:---|:---|:---|---:|
-| [Going beyond two tier data architectures with DuckDB](https://www.youtube.com/watch?v=bi0XhmbkqU8) | Data Engineering for AI/ML | Hannes Mühleisen | 30min |
+| [Going beyond two tier data architectures with DuckDB](https://www.youtube.com/watch?v=bi0XhmbkqU8) ([pdf](https://blobs.duckdb.org/slides/hannes-muhleisen-mlops-data-engineering-for-ai-and-ml.pdf)) | Data Engineering for AI/ML | Hannes Mühleisen | 30min |
 | [DuckDB: Harnessing in-process analytics for data science and beyond](https://www.youtube.com/watch?v=6teFN7cwx30) ([pdf](https://blobs.duckdb.org/slides/oredev-duckdb-231109.pdf)) | Øredev 2023 | Gábor Szárnyas | 40min |
 | [In-process analytical data management with DuckDB](https://www.youtube.com/watch?v=5ddoZR6PYNU) ([pdf]({% link pdf/duckdb-pydata-amsterdam-2023.pdf %})) | PyData Amsterdam 2023 | Hannes Mühleisen | 25min |
 | [DuckDB keynote segment](https://www.youtube.com/watch?v=AKix55rQEUU) | Data + AI Summit 2023 | Hannes Mühleisen | 10min |
 | [DuckDB: Bringing analytical SQL directly to your Python shell](https://www.youtube.com/watch?v=egN4TwVyJss) | EuroPython 2023 | Pedro Holanda | 40min |
-| [DuckDB - An embeddable analytical database](https://www.youtube.com/watch?v=nPDomZQ8jI4) | FOSDEM 2020 | Hannes Mühleisen | 15min |
+| [DuckDB – An embeddable analytical database](https://www.youtube.com/watch?v=nPDomZQ8jI4) | FOSDEM 2020 | Hannes Mühleisen | 15min |
 
 ## Talks on DuckDB's Internals
 
@@ -32,7 +32,7 @@ title: Media
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 |:---|:---|:---|---:|
 | [DuckDB – The SQLite for analytics](https://www.youtube.com/watch?v=PFUZlNQIndo) | CMU Database Group – Quarantine Tech Talks (2020) | Mark Raasveldt | 1h |
-| [DuckDB testing - Present and future](https://www.youtube.com/watch?v=BgC79Zt2fPs) | DBTest 2022 | Mark Raasveldt | 1h |
+| [DuckDB testing – Present and future](https://www.youtube.com/watch?v=BgC79Zt2fPs) | DBTest 2022 | Mark Raasveldt | 1h |
 | [Push-based execution in DuckDB](https://www.youtube.com/watch?v=MA0OsvYFGrc) | CWI Database Architectures Seminar (2021) | Mark Raasveldt | 1h |
 
 ## The Data Management Landscape