Completed
PRINCIPAL COMPONENT ANALYSIS
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Demystifying AI and Machine Learning to Enhance SOC Detection
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 CONTEXT
- 3 MACHINE LEARNING IN SOC TEAM
- 4 OOTB BEHAVIORAL ANALYTICS
- 5 MACHINE LEARNING 101
- 6 ISOLATION FOREST
- 7 DEEP LEARNING: ANN
- 8 DEEP LEARNING: AUTOENCODERS
- 9 EXFILTRATION IS PART OF THE MATRIX
- 10 MACHINE LEARNING (AND DS) METHODOLOGY
- 11 LOG AND ASSOCIATED META DATA
- 12 DATA REPRESENTATION IS KEY
- 13 FEATURES ENGINEERING
- 14 NOTHING'S MATHE-MAGIC
- 15 RESULTS VISUALIZATION AKA DATAVIZ
- 16 UNSUPERVISED MACHINE LEARNING EVALUATION
- 17 MODEL EVALUATION: EMPIRICAL EVALUATION
- 18 PRINCIPAL COMPONENT ANALYSIS
- 19 CUSTOM ML DEVELOPMENT
- 20 TAKEAWAYS
- 21 PERSPECTIVES
