Completed
Model as a Service
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Deep Learning for Realtime Malware Detection
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 Disclaimer
- 3 Malware Happens
- 4 Stopping Malware
- 5 Domain Generation Algorithms (DGA)
- 6 Combatting DGAS
- 7 Algorithmically Generated Text Stands Out
- 8 The Problem Statement
- 9 Project Alphabet Soup
- 10 The Models
- 11 Bigram Collocation
- 12 Collocation Results
- 13 Deep Learning Data
- 14 Model Architecture
- 15 Translating a Domain for ML
- 16 Embedding Layer
- 17 Character Embedding
- 18 LSTM Layer
- 19 Neural Networks for Sequential Input
- 20 Long Short-Term Memory Networks
- 21 LSTM Neurons Take Sequential Inputs
- 22 LSTMs Capture Temporal Dependencies
- 23 LSTMs Maintain State
- 24 Basics of CNN
- 25 Convolutional Neural Network
- 26 CNN for Text Analysis
- 27 Hidden Layer
- 28 The Output
- 29 Understanding Scoring
- 30 Investigation
- 31 Findings
- 32 Anatomy of a C&C network
- 33 Other Suspicious Activity
- 34 Trojan?
- 35 Deployment
- 36 Model as a Service
- 37 Wrapping Up
- 38 Questions?
- 39 LSTM Architecture
- 40 Detailed Ensemble Arch