Tabla de Contenidos: “…The policy gradient theorem -- Actor-critic algorithm -- Advantage actor-critic algorithm -- n-step advantage actor-critic algorithm -- n-step returns -- Implementing the n-step return calculation -- Deep n-step advantage actor-critic algorithm -- Implementing a deep n-step advantage actor critic agent -- Initializing the actor and critic networks -- Gathering n-step experiences using the current policy -- Calculating the actor's and critic's losses -- Updating the actor-critic model -- Tools to save/load, log, visualize, and monitor -- An extension - asynchronous deep n-step advantage actor-critic -- Training an intelligent and autonomous driving agent -- Training and testing the deep n-step advantage actor-critic agent -- Training the agent to drive a car in the CARLA driving simulator -- Summary -- Chapter 9: Exploring the Learning Environment Landscape - Roboschool, Gym-Retro, StarCraft-II, DeepMindLab -- Gym interface-compatible environments -- Roboschool -- Quickstart guide to setting up and running Roboschool environments -- Gym retro -- Quickstart guide to setup and run Gym Retro -- Other open source Python-based learning environments -- StarCraft II - PySC2 -- Quick start guide to setup and run StarCraft II PySC2 environment -- Downloading the StarCraft II Linux packages -- Downloading the SC2 maps -- Installing PySC2 -- Playing StarCraftII yourself or running sample agents -- DeepMind lab -- DeepMind Lab learning environment interface -- reset(episode=-1, seed=None) -- step(action, num_steps=1) -- observations() -- is_running() -- observation_spec() -- action_spec() -- num_steps() -- fps() -- events() -- close() -- Quick start guide to setup and run DeepMind Lab -- Setting up and installing DeepMind Lab and its dependencies -- Playing the game, testing a randomly acting agent, or training your own! …”

Tabla de Contenidos: “…Compositing TexturesTemporal Alignment; Compositing with Color; Compositing with Animation; Compositing with Focus; Motion Blur; Matching Color; Premultiplied Alpha Channels; Tracking with Mocha; Mocha Shapes; Using Roto Brush; Restoring Opacity; Manual Shadow; Guide Layers; Interlude: Shooting Better Green Screen Footage; 5 Animation; The Puppet Pin Tool; Puppet Overlap; Puppet Animation; Bouncing Ball; Parenting; Rigging an Arm; Waving Sail; Animating the Blob; Animating a Photo: Part 1; Animating a Photo: Part 2; Displacement Mapping; Projection Mapping; Resizing Animation…”

Tabla de Contenidos: “…; The Danger in the Unspoken Feature; The Right Order; GAP Chart[sup(Tool)]; Road Map to the Deal; SalesMap[sup(Tool)]; Chapter 8: Educate the Customer Using Two-Way Learning…”

Tabla de Contenidos: “…; Alpha Blending; Blending Functions; Multicolor Blending; Texture Blending; Multitexturing; Mapping with Bumps; Summary; Chapter 7: Well-Rendered Miscellany; Frame Buffer Objects; Hedley Buffer Objects; Sun Buffer Objects; Lens Flare; Stencils Reflective Surfaces; Coming of the Shadows; Shadow Mapping; Shadow Volumes; Blob Shadows; Projection Shadows; Summary…”

“…It has shown up animating the latest Star Wars movie, serving up maps and directories on the Internet, guiding users through Linux installations, testing chips and boards, managing Internet discussion forums, scripting online games, and even scripting wireless products. …”