My Journey & Experience
Venturing into machine learning in 2025 made interactive computing environments essential—particularly when local portable hardware posed compute limitations for training complex models. Jupyter Notebooks, frequently hosted in Google Colab with accelerated cloud GPUs, became my experimental laboratory. They allow me to visualize exploratory data analysis, iterate on neural network layers interactively, and document mathematical derivations alongside executable code seamlessly.