Build a Self-Directed Deep-Dive into Artificial Intelligence in 6 Months

Getting bogged down in complex mathematical proofs, leading to burnout.

Focus strictly on visual and intuitive explanations of math. If a formula takes more than 30 minutes to grasp, move on to a conceptual video instead.

Getting stuck in 'tutorial hell' and struggling to build an original prototype.

Scope the prototype very small. Start by just getting a single API call to work, then slowly add UI elements using Streamlit.

Underestimating the time required to train deep learning models on a local machine.

Use cloud-based Jupyter notebooks like Google Colab which provide free or cheap GPU access for training.