
Google Professional Machine Learning Engineer
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You are a Machine Learning Engineer at a manufacturing company tasked with developing a real-time anomaly detection system for sensor data across multiple production lines. The system must process high-velocity data streams, identify anomalies with low latency, and store the results for further analytics and visualization. The solution must be cost-effective, scalable, and comply with industry standards for data security. Given these requirements, how would you best architect the pipeline using Google Cloud services? Choose the two most appropriate options. (Choose two)
You are a Machine Learning Engineer at a manufacturing company tasked with developing a real-time anomaly detection system for sensor data across multiple production lines. The system must process high-velocity data streams, identify anomalies with low latency, and store the results for further analytics and visualization. The solution must be cost-effective, scalable, and comply with industry standards for data security. Given these requirements, how would you best architect the pipeline using Google Cloud services? Choose the two most appropriate options. (Choose two)
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