Final Bitcoin Forecasting Utilizing Python

Let’s roll up these sleeves and put together your magical Python cauldron!

Ensure you have atleast a NVIDIA RTX 3050 graphic card in your laptop computer / PC. It wants atleast 4GB of Grpahic card RAM

nvidia-smi

See that GPU? Good — magic awaits.

Create and activate a contemporary Python surroundings (to keep away from darkish dependency magic):

python -m venv bitcoin-env
supply bitcoin-env/bin/activate  # On Home windows use: bitcoin-envScriptsactivate

It wants python3 and Wave your pip wand:

pip set up pandas numpy matplotlib requests pandas_ta sklearn xgboost catboost prophet optuna tensorflow

Further (Prophet):

pip set up prophet

Set up CUDA and CuDNN for TensorFlow GPU acceleration:

Verify TensorFlow GPU magic:

import tensorflow as tf
print(tf.config.list_physical_devices('GPU'))

If it’s GPU detected, you’re golden.