Programming Throwdown
Programming Throwdown
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176: MLOps at SwampUp

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176: MLOps at SwampUp
  • James Morse: Software Engineer at Cisco
    • System Administrator to DevOps
    • Difference between DevOps and MLOps
    • Getting Started with DevOps
  • Luke Marsden: CEO of Helix ML
    • How to start a business at 15 years old
    • BTRFS vs ZFS
    • MLOps: the intersection of software, DevOps and AI
    • Fine-tuning AI on the Cloud
    • Some advice for folks interested in ML Ops
  • Yuval Fernbach: CTO MLOps & JFrog
    • Starting Qwak
    • Going from a jupyter notebook to production
    • ML Supply Chain
    • Getting started in Machine Learning
  • Stephen Chin: VP of DevRel at Neo4J
    • Developer Relations: The Job
    • What is a Large Language Model?
    • Knowledge graphs and the Linkage Model
    • How to Use Graph databases in Enterprise
    • How to get into ML Ops


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SHOW မှတ်စုများ 🔗

00:00:00DevOps & MLOPS
00:01:15How a DevOps Engineer at Cisco Works
00:03:36System Administrator: I transitioned to DevOps
00:15:03Intro to DevSecOps and Security
00:16:30What is ML Ops vs DevOps?
00:19:25DevOps Training Advice for New People
00:22:58James Gunn on DevOps Training
00:23:50Interview
00:24:57How to start a business at 15 years old
00:27:54Building a Docker Storage Cluster with $15 Million in VC Money
00:35:46ZFS vs Bitrot FS
00:38:04MLOps vs DevOps: What's the Difference?
00:46:39GPU vs CPU in training neural networks
00:47:46Fine-tuning Haskell ML on a Cloud
00:56:07Docker for OpenAI: Very cool
00:57:14Want to get into MLOPS?
00:59:42Machine Learning Operations
01:00:31Meet JFrog's CTO and cofounder
01:01:56How AWS Went From Small to Big
01:06:18Having Started a Startup, Going From Big to Small
01:08:15KWAK's ML Productivity
01:15:16Jupyter notebook vs. production code in Mathematica
01:20:19Software Supply Chain vs. AI
01:23:22Machine Learning Entrance
01:25:00How to Build a Knowledge Graph in the DevOps Pipeline
01:31:55Developer Relations: The Job
01:32:31What is a Developer Advocate?
01:36:08What is a Large Language Model (LLM)?
01:42:17What are LLMs Not Good at?
01:46:14Graph Rag
01:53:48MLO: The Need for DevOps Skills

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