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First, pick your designation of choice. In this case, it’s Google’s Professional Machine Learning Engineer certification. Then look up the exam objectives and make sure they match your career goals ...

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. ├── challenge.py # Basic KNN segmentation pipeline (k=3) ├── challenge_final_gpu.py # Advanced GPU-optimized training with U-Net comparison ├── unet_model.py # U-Net architecture implementations ├── ...