I am currently running Tensorflow lite model maker for my object detection projects.
I am planning a hardware and OS upgrade. The hardware specs I am look at are:
- i7-13700KF 3.40GHz 8+8CORE/24THREAD
- DDR5 6000MHz 32GB(16GBx2)
- 2TB GEN4 NVME M.2 SSD
- MSI RTX4080
The OS will be Win 11 pro.
My first question is 1) are there any potential compatibility issues (eg, tensorflow stable release, CUDA ) with the hardware specs I am looking for. Am I overspending (eg. cannot reap the full benefit) or underspending (eg. bottleneck for the model training) on any component.
I am current running my model maker on MacBook Air Ventura:
- i7 1.2Ghz Quad-core
- 16GB 3733MHz LPDDR4
- Mac Harddisk 500GB
- Intel Iris Plus Graphics 1536 MB
My 2nd question is, how much of a performance improvement can I expect when I make the above upgrade. Currently, I have training that runs for 48hours.