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UID:pretalx-devconf-cz-2025-UPGPLV@pretalx.devconf.info
DTSTART;TZID=CET:20250613T131500
DTEND;TZID=CET:20250613T135000
DESCRIPTION:Large Language Models (LLM) require preprocessing vast amounts 
 of data\, a process that can span days due to its complexity and scale\, o
 ften involving PetaBytes of data. This talk demonstrates how Kubeflow Pipe
 lines (KFP) simplify LLM data processing with flexibility\, repeatability\
 , and scalability. These pipelines are being used daily at IBM Research to
  build indemnified LLMs tailored for enterprise applications.\nDifferent d
 ata preparation toolkits are built on Kubernetes\, Rust\, Slurm\, or Spark
 . How would you choose one for your own LLM experiments or enterprise use 
 cases and why should you consider Kubernetes and KFP?\nThis talk describes
  how open source Data Prep Toolkit leverages KFP and KubeRay for scalable 
 pipeline orchestration\, e.g. deduplication\, content classification\, and
  tokenization.\nWe share challenges\, lessons\, and insights from our expe
 rience with KFP\, highlighting its applicability for diverse LLM tasks\, s
 uch as data preprocessing\, RAG retrieval\, and model fine-tuning.
DTSTAMP:20260816T005148Z
LOCATION:D105 (capacity 300)
SUMMARY:Generative AI Model Data Pre-Training on Kubernetes: A Use Case Stu
 dy - Anish Asthana
URL:https://pretalx.devconf.info/devconf-cz-2025/talk/UPGPLV/
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UID:pretalx-devconf-cz-2025-EACBVJ@pretalx.devconf.info
DTSTART;TZID=CET:20250614T123000
DTEND;TZID=CET:20250614T135000
DESCRIPTION:Contributing to open-source projects is an excellent way to imp
 rove your skills\, gain real-world experience\, and engage with a global d
 eveloper community. Given the large number of contributors with different 
 backgrounds\, having an effective Version Control System such as Git is es
 sential for effective contribution. This hands-on workshop will equip you 
 with the essential Git skills needed to contribute effectively to open-sou
 rce projects.\n\nWe’ll start with core concepts such as repositories\, f
 orks\, feature branches\, commit best practices\, and remotes before divin
 g into real-world scenarios like rebasing\, merge conflict resolution\, in
 teractive commits\, and handling pull requests. Additionally\, we’ll exp
 lore collaborative workflows like feature branching\, forks\, and open sou
 rce etiquette.\n\nWhether you’re new to open-source or looking to refine
  your Git workflow\, this workshop will give you the confidence to contrib
 ute to projects of any scale. Join us to level up your version control ski
 lls and take full advantage of Git’s capabilities!
DTSTAMP:20260816T005148Z
LOCATION:A218 (capacity 20)
SUMMARY:Git Fundamentals for Open Source! - Urvashi Mohnani\, Anish Asthana
URL:https://pretalx.devconf.info/devconf-cz-2025/talk/EACBVJ/
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