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... reproducibility) Applied depth in a major ML framework (PyTorch/TensorFlow or LangChain-style orchestration), including its cost/latency/failure tradeoffs Data engineering at scale (pandas/polars/SQL/Spark judgment) 5G/telecom domain knowledge: core network architecture (5GC — AMF/SMF/UPF/etc.), protocols ( SBI, PFCP, NAS/NGAP), ...
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