Keras to Kubernetes

Index

• A
• activations, neural networks, 113, 114
• AGI (Artificial General Intelligence), 11
• agile development, 201
  • scrum, 201
• AI (artificial intelligence)
  • Amazon, 10, 290
  • applications, 8–11
  • art generation, 6, 77–88, 169–180, 290
  • engines, 10
  • Google, 10
  • image generation
    • GAN, 180
    • generative models, 180
    • neural networks, 181–185
    • probability distribution, 180
  • knowledge representation, 8–9
  • Netflix, 10
  • overview, 1–2, 7–8
  • photograph generation, 290
  • planning, 10
  • research pages
    • Facebook, 290
    • Google, 290
    • H20, 290
    • IBM Watson, 290
    • Intel, 290
    • NVIDIA, 290
    • Salesforce Einstein, 290
  • self‐driving cars, 9
  • smart task examples, 5–6
  • software development, 202–203
  • strategy, 10
  • video surveillance and, 10
• Ajax, 204–205
• algorithms
  • decision trees, 54
  • Random Forest, 56
• Amazon. See also AWS (Amazon Web Services)
  • AI (Artificial Intelligence) and, 290
  • Alexa, 104
  • SageMaker, 266
• analytics, 5–7
  • applications
    • descriptive, 13–14
    • diagnostic, 14–15
    • predictive, 15
    • prescriptive, 16–17
  • building, 12–13
  • decision logic
    • models, data‐driven, 18
    • physics‐based analytics, 17–18
    • rules‐based analytics, 17–18
  • development, system building, 18–21
  • user interface, 271–275
• Analytics Vidhya, 291, 293
• Apache Spark, 269
• applications
  • Cloud‐native, 211
  • containerized, 209
    • DevOps and, 211
  • containers, packaging as, 233–237
  • growth in size, 205
  • Kubernetes, deployment as microservice, 238–240
  • web applications, 203
    • Ajax, 204–205
    • HTML (HyperText Markup Language), 203
    • HTML 2.0, 205
    • HTTP (HyperText Transfer Protocol), 204
    • JavaScript, 204–205
    • server‐side ...