~/talks

Nick Burch

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titleconferencedate
Self-hosting AI LLMs - a beginners guideBerlin Buzzwords 20252025-06-15
Finds models on Hugging Face (not GitHub), targets about 1–7B parameters for laptops, and uses 4-5 bit quantization to cut model size ~4x with little quality…
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Monitoring your home, with DevOps observability toolsBerlin Buzzwords 20242024-06-09
Cheap Wi‑Fi and Arduino devices cost about “a beer” each (three for a beer-era price on Arduinos) and battery sensors wake ~every 5 minutes, so data ingestion…
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Laptop-sized ML for Text, with Open SourceBerlin Buzzwords 20232023-06-18
Demonstrates running modern open models locally: LLaMA on a laptop (released in 13–122 GB sizes) and several community forks and tools (OpenLLaMA, MPT…
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Learning about AI/ML for Text, with Wordle!Berlin Buzzwords 20222022-06-12
Uses Wordle as a concrete text problem and shows working Python code that pulls five‑letter words from the Ubuntu dictionary, scores candidates by letter…
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Taking AI/ML to the next level: Text!Berlin Buzzwords 20212021-06-15
Builds a concrete pipeline that parses documents with Tika, converts abstracts into TF‑IDF vectors, and uses scikit-learn for a quick classifier and k‑means…
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Building an AI/ML powered text search systemBerlin Buzzwords 20192019-06-16
Takes 294 Berlin Buzzwords talks, extracts text with Apache Tika, turns it into tf-idf vectors (≈30,000 distinct terms), trains a multinomial Naive Bayes…
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Scalably crashing JVMs, or why binary data to content is hardBerlin Buzzwords 20182018-06-11
Finding what a blob of bytes actually is breaks at scale: retries and speculative re-execution can spin a single bad PDF into a crashed cluster, container…
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Diversity, For Those Playing Life on EasyApacheCon North America 20172017-05-16
Uses the “playing life on easy” analogy to show concrete fixes: handle time zones by rotate standups globally or accept asynchronous lists; make onboarding…
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The Apache Way for BusinessApacheCon North America 20172017-05-16
Explains how Apache governance forces individual contributors matter not company control, so businesses must join projects, align roadmaps, and fund…
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Apache Tika - What's New with 2.0?ApacheCon North America 20172017-05-16
Apache Tika 2.0 doubles down on practical changes: support for many more formats (office, scientific, audio, video, executables), modularized passes to keep…
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What's with the 1s and 0s? Making sense of binary data at scaleBerlin Buzzwords 20152015-05-31
Uses Apache Tika to auto-detect file types, extract metadata and plaintext, and chain Tesseract OCR for images; the distribution ships ~70 format parsers and…
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