How to Build a Deep Learning Machine - Everything You Need To Know
❤️ Become The AI Epiphany Patreon ❤️ https://www.patreon.com/theaiepiphany 👨👩👧👦 Join our Discord community 👨👩👧👦 https://discord.gg/peBrCpheKE In this video, I tell you everything you need to know about building your own machine learning workstation! Should you build it? How to do proper research on the components, which websites to use, how to buy components, and much more. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Disclaimer: below are affiliate links - by clicking & buying I earn a percentage at no additional cost to you! :) Core components: * RTX 3090 https://geni.us/CU4C * AMD Ryzen 9 7950x https://geni.us/mJAJX * ARCTIC Liquid Freezer II 280 https://geni.us/7ec1Z * Asus ROG Crosshair X670E Hero https://geni.us/XxIa * Kingston Fury Beast https://geni.us/FB4a * Samsung 980 PRO 2 TB m.2 https://geni.us/AQuFQtB * SAMSUNG 870 QVO SATA III 8TB https://geni.us/iyDmwX * Lian Li PC-O11DW 011 DYNAMIC https://geni.us/2NrKFf * EVGA Supernova 1600 G+ https://geni.us/WGcJ Peripherals I use (super happy with my decision esp. keyboard!): * Dell U2720Q UltraSharp 27 Inch 4K https://geni.us/eyUy * Corsair K70 RGB MK.2 Mechanical w/ MX brown https://geni.us/bgZw * Mouse: Corsair M65 PRO RGB https://geni.us/ghLb List: https://uk.pcpartpicker.com/list/ryMsBj ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Blogs I recommended in the video: https://timdettmers.com/2020/09/07/which-gpu-for-deep-learning https://timdettmers.com/2018/12/16/deep-learning-hardware-guide https://www.emilwallner.com/p/ml-rig https://nonint.com/2022/05/30/my-deep-learning-rig/ https://www.mrdbourke.com/notes-on-building-a-deep-learning-pc/ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ Timetable: 00:00 Intro - announcing the new series 02:00 Why should you build your deep learning workstation? 03:56 Quick skim of the components 04:45 pcpartpicker is your friend 07:20 Cost comparisons - Lambda Labs workstation & laptop, cloud 15:45 Researching the components - useful resources 15:57 Overview Tim Dettmers' blogs 19:20 Do you need 11+ GBs? 22:55 Don't follow someone's advice blindly! 27:08 Upgrade to NVIDIA 40x series? 28:05 Other resources 30:30 How to pick the right components? 32:10 CPU - Ryzen 9 7950x or Threadripper? 33:50 CPU Cooler 34:45 MoBo 37:50 Memory and storage 40:40 Case 42:00 PSU 42:55 Quick mention of my peripherals 43:15 Advice for targeting your particular budget 44:25 Tips for buying components - site aggregators, Amazon, legitness 48:25 Outro ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 BECOME A PATREON OF THE AI EPIPHANY ❤️ If these videos, GitHub projects, and blogs help you, consider helping me out by supporting me on Patreon! The AI Epiphany - https://www.patreon.com/theaiepiphany One-time donation - https://www.paypal.com/paypalme/theaiepiphany Huge thank you to these AI Epiphany patreons: Eli Mahler Petar Veličković ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 📄 Website - https://gordicaleksa.com/ 💼 LinkedIn - https://www.linkedin.com/in/aleksagordic/ 🐦 Twitter - https://twitter.com/gordic_aleksa 👨👩👧👦 Discord - https://discord.gg/peBrCpheKE 📺 YouTube - https://www.youtube.com/c/TheAIEpiphany/ 📚 Medium - https://gordicaleksa.medium.com/ 💻 GitHub - https://github.com/gordicaleksa 📢 AI Newsletter - https://aiepiphany.substack.com/ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #deeplearning #machinelearning #workstation #rig #pc #build
