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Google AI Professional Certificate - Learn AI Skills That Get You Hired
Overview
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Learn to identify unusual patterns in cloud infrastructure logs using time series analysis techniques in this conference talk from Conf42 Observability 2025. Explore common cloud cost issues and discover how proactive cost management can help organizations avoid unexpected expenses. Understand the challenges involved in analyzing large volumes of cloud logs and examine various anomaly detection techniques, including machine learning methods specifically designed for time series data. Discover Google Cloud's time series solutions and their practical applications for log analysis. Review real-world use cases that demonstrate successful implementation of anomaly detection systems in production environments. Follow along with a hands-on demonstration showing how to detect anomalies using BigQuery for practical time series analysis. Gain insights into building robust monitoring systems that can automatically identify cost anomalies and operational issues before they impact business operations.
Syllabus
00:00 Introduction and Welcome
00:27 Speaker Introduction
00:51 Common Cloud Cost Issues
03:06 Proactive Cost Management Overview
04:17 Benefits of Proactive Cost Management
05:32 Challenges in Analyzing Cloud Logs
06:18 Anomaly Detection Techniques
07:26 Machine Learning Methods for Anomaly Detection
09:06 Google Cloud's Time Series Solutions
11:02 Real-World Use Cases
13:06 Demo: Detecting Anomalies with BigQuery
Taught by
Conf42