A playground, collections of machine learning patterns I'm trying

1. Create new venv and activate

   python -m venv {kernel_name}
   .\{kernel_name}\Scripts\activate
   

2. Install ipykernel

   pip install ipykernel
   

3. Activate ipykernel in jupyter lab

   python -m ipykernel install --name={kernel_name}
   

For tensorflow that I'm using, I use !pip install "tensorflow<2.11" to install tensorflow version 2.10 because it supports local GPU acceleration for faster training.

import tensorflow as tf

gpus = tf.config.experimental.list_physical_devices('GPU')
for gpu in gpus:
    tf.config.experimental.set_memory_growth(gpu, True)
print("Num GPUs Available: ", len(tf.config.list_physical_devices('GPU')))

Use different environment for each directory. Some will not be compatible with other (tensorflow, mediapipe, pytorch)