Read the Blog: https://blog.themvp.in/hardwar....e-requirements-for-m
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Netflix suggests movies, and Google Maps shows accurate travel times - All a part of Machine / Deep Learning Magic brought to you by a Computer. Today, we'll be talking about what kind of PC parts are best suited for a use case such as Machine Learning / Deep Learning.
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Time Stamps
0:00 Movie Suggestions & Accurate Travel Times
0:07 Intro
0:11 GPU
0:14 Faster Training Times
0:17 Budget Allocation
0:21 ResNET 50 Benchmark
0:27 VRAM
0:35 Quadro Graphic Cards
0:39 GeForce Graphic Cards
0:43 Scalability Advantage
0:48 MTBF
0:54 GPU Failure
0:57 Comparison between Geforce & Quadro GPUs
1:02 Machine Learning Build Catalouge
1:11 CPU
1:15 Choosing the right Processor
1:20 Core Count & PCIe Lanes
1:24 Threadripper + Xeon Combination for Scalability
1:28 Desktop Series
1:33 Intel or AMD?
1:40 AVX Instruction Set
1:47 Desktop Grade CPU
1:50 Intel AI Analytics Tool
1:57 Motherboard
1:59 Compatible Chipset
2:01 GPU Slotting
2:11 Motherboard Power Phase
2:22 Connectivity Ports
2:29 Storage
2:34 Why NVMe?
2:37 Large Data
2:41 Buying More Than You Think
2:45 Survelieance Tracking
2:50 Terabytes of Data Sets
2:53 NVMe & HDD
2:57 Precautions
3:02 500GB OS & 1TB Data Sets
3:07 Outro