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Go for 16 GB RAM, a fast SSD (≥512 GB) and a recent CPU (Intel i5/i7 or AMD Ryzen 5/7 or Apple M2/M4 if you prefer macOS). Only get an NVIDIA GPU if you plan to train big models locally; otherwise use cloud GPUs.
Good practical picks: Acer Swift 3, Dell 14 Plus / Inspiron Plus, Asus ZenBook 14, or MacBook Air (M2/M4) aim for the 16 GB configuration.
Quick tips:
16 GB RAM > 8 GB for coding + browsers + Jupyter
SSD is mandatory for snappy work.
Use cloud (Colab / AWS / GCP) for heavy ML training to save money.

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