Security and privacy best practices - Python Tutorial

Contents

• Introduction Introduction

  • Artificial intelligence and its many uses

    1m 31s
  • What you should know

    57s
• 1. IT Operations and AI 1. IT Operations and AI

  • Introduction to ITOps

    2m 54s
  • ITOps challenges

    1m 52s
  • AI and ITOps

    3m 32s
  • ITOps use cases overview

    2m 28s
  • Setting up the exercise files

    2m 13s
• 2. Use Case 1: Root Cause Analysis 2. Use Case 1: Root Cause Analysis

  • What is root cause analysis?

    1m 39s
  • Classification with deep learning

    1m 28s
  • Data for root cause analysis (RCA)

    1m 21s
  • Preprocessing RCA data

    2m 32s
  • Building a classification model with Keras

    1m 54s
  • Predicting root causes with Keras

    1m 44s
• 3. Use Case 2: Self-Help Service Desk 3. Use Case 2: Self-Help Service Desk

  • Automating helpdesk functions

    1m 56s
  • Latent semantic analysis (LSA) and latent semantic indexing (LSI)

    1m 2s
  • Data for the help desk

    54s
  • Building a document vector

    2m 36s
  • Creating the LSI model

    2m 36s
  • Recommending FAQs

    2m 39s
• 4. Use Case 3: Service Load Forecasting 4. Use Case 3: Service Load Forecasting

  • Time series forecasting

    2m 27s
  • Recurrent neural network (RNN) and long short-term memory (LSTM)

    1m 37s
  • Preparing sequence data

    4m 8s
  • Building an LSTM model with Keras

    2m 19s
  • Testing the time series model

    2m 30s
  • Forecasting future service loads with Keras

    3m 10s
• 5. Other ITOps Use Cases 5. Other ITOps Use Cases

  • Anomaly detection

    3m 38s
  • Predicting alerting

    3m 11s
  • Incident categorization

    2m 57s
  • Spam filtering

    2m 42s
  • Network traffic analysis

    2m 42s
• 6. Generative AI for ITOps 6. Generative AI for ITOps

  • Generative AI review

    2m 48s
  • Text generation with LLMs

    1m 47s
  • Log data extraction

    2m 11s
  • Incident summarization

    2m 18s
  • Documentation self-help chatbot

    3m 5s
  • Code generation for scripts

    1m 53s
  • Code generation example

    1m 53s
• 7. ITOps Best Practices 7. ITOps Best Practices

  • Model development best practices

    1m 27s
  • Using machine learning platforms

    1m 16s
  • Model serving best practices

    1m 31s
  • Security and privacy best practices

    1m 25s
• Conclusion Conclusion

  • Next steps

    40s