Explore the world of PowerShell classification and its implications for cybersecurity in this BSidesLV conference talk. Delve into the importance of PowerShell, its flexibility, and its role in exploit frameworks. Learn about querying and analyzing PowerShell logs, evasion tactics, and the application of machine learning techniques for detection. Discover insights on high-level features, cosine similarity, and algorithm evaluation. Gain valuable lessons on overcoming challenges such as overfitting, data normalization, and performance measurement. Understand the significance of real-time pipelines and data merging in enhancing detection efficacy. Engage with a comprehensive overview of PowerShell classification that bridges technical knowledge with personal growth and self-discovery.