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| Tip | Why It Helps | |-----|--------------| | early. Push each completed notebook; this builds a portfolio you can show to recruiters. | | Schedule regular “lab days.” Treat the 2‑hour lab as a meeting you cannot skip—consistency beats intensity. | | Pair‑program with a buddy. Find a study partner on the Discord channel; explaining concepts to someone else cements your own understanding. | | Document your experiments. Add markdown cells describing hyper‑parameter choices and observed metrics. This makes later review painless. | | Leverage the “premium support” only if stuck. Most hurdles are resolved quickly by the community; use paid help as a last resort. | | Create a capstone project (e.g., a small web app using a model you trained). It will be the most impressive artifact in your job search. | | Add the badge to LinkedIn & personal website. The OpenBadge includes a verifiable URL, which recruiters can click to confirm authenticity. |

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