mltoys/README.md

Toy ML models and experiments

This repo contains some experiments with ML I am working on to learn how they work.

Setup

Debian 13 (Trixie) Python3 setup

$ sudo apt install python3-full python3-venv
python3-full is already the newest version (3.13.5-1).
python3-venv is already the newest version (3.13.5-1).

Get the code and init the venv

git clone http://the.git.repo/user/mltoys.git mltoys && cd mltoys
python3 -m venv .venv
source .venv/bin/activate

Installing python deps

For instructions installing pytorch refer to the PyTorch Home page

pip3 install numpy
# use the nvidia CUDA or CPU only packages if required.
# I use the ROCm packages, so the repo uses the ROCm packages.
pip3 install torch torchvision --index-url https://download.pytorch.org/whl/rocm6.4
pip3 install pandas matplotlib

Running the code

Training the model

(.venv) ➜ python3 pairwise_compare.py train

Running inference

(.venv) ➜ python3 pairwise_compare.py infer

Some General notes

• This module logs to pairwise_compare.log using the python logging module
• Saved model state (training data) is saved at model.pth
• output_graphs.py generates two graphs to inspect the training process, copy the step log into the script to generate graphs.