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    • Reinforcement Learning Artificial Intelligence Flight with Unity Machine Learning Agents

    Reinforcement Learning: AI Flight with Unity ML-Agents

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    Mode

    Online

    Fees

    ₹ 2499

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 2,499
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Course Updates

    • Course Update - Unity Ml-Agents V1.0
    • 1080p Videos

    [V1.0] Unity Ml-Agents - Introduction & Setup

    • This Section Is Deprecated
    • Introduction
    • Important Resources
    • Install Unity And Anaconda
    • Download Ml-Agents
    • Ml-Agents Orientation
    • Creating An Example Project
    • The Basic Ml-Agent Example
    • Setting Up An Anaconda Environment To Train
    • Training Ml-Agents
    • Tensorboard And Inference
    • Section Wrap-Up
    • Section Quiz

    [V1.0] Unity Ml-Agents - Introduction & Setup

    • Unity Hub & Anaconda
    • New Project, Install Ml-Agents, & Import Examples
    • 3d Ball Example
    • Training 3d Ball Example

    [V1.0 & V0.11] Asset Creation In Blender

    • Introduction
    • Important Resources & Assets
    • Low-Poly Terrain: Setup
    • Low-Poly Terrain: Subdivide, Triangulate, & Sculpt
    • Low-Poly Terrain: Sculpt The Racetrack
    • Low-Poly Rocks: Medium Rock
    • Low-Poly Rocks: Tall & Flat Rocks
    • Low-Poly Rocks: Colliders
    • Low-Poly Rocks: Export
    • Checkpoint: First Piece
    • Checkpoint: More Pieces, Collider, & Export
    • Finish Line Checkpoint
    • Low-Poly Airplane: Reference Images
    • Low-Poly Airplane: Body (Part 1)
    • Low-Poly Airplane: Body (Part 2)
    • Low-Poly Airplane: Body (Part 3)
    • Low-Poly Airplane: Wings
    • Low-Poly Airplane: Horizontal Stabilizer
    • Low-Poly Airplane: Landing Gear
    • Low-Poly Airplane: Propeller
    • Low-Poly Airplane: Export

    [V0.11] Project Setup & Ml-Agents Installation

    • This Section Is Deprecated
    • Introduction
    • New Unity Project
    • Important Resources & Assets
    • Import Ml-Agents

    [V1.0] Project Setup & Ml-Agents Installation

    • Ml-Agents V1.0 Note
    • Important Resources & Assets
    • New Project
    • Project Clean-Up & Install Ml-Agents

    [V1.0 & V0.11] Desert Race Path Creation

    • Import 3d Meshes
    • Desert Terrain & Rock Prefabs
    • [V0.11] Airplane Prefab
    • [V1.0] Airplane Prefab
    • Checkpoint Prefabs
    • Desert Area Prefab
    • Placing Rocks In The Desert Environment
    • Complete Rock Placement
    • Race Path
    • Complete Race Path
    • Boundaries

    [V0.11] Aircraft Area

    • This Section Is Deprecated
    • Aircraftarea.Cs: Variables
    • Aircraftarea.Cs: Aircraftagents & Aircraftacademy Lookup
    • Aircraftarea.Cs: Instantiate Checkpoints
    • Aircraftarea.Cs: Place Checkpoints Along Race Path
    • Aircraftarea.Cs: Reset Agent Position Function
    • Aircraftarea.Cs: Reset Agent Position Continued
    • Set Up Aircraft Area & Test Checkpoint Instantiation
    • Rotate.Cs For Checkpoints & Propeller

    [V1.0] Aircraft Area

    • Variables
    • Awake() & Start()
    • Resetagentposition()
    • Race Condition Fix
    • Aircraftarea Prefab Setup
    • Rotate.Cs

    [V0.11] Aircraft Agent & Aircraft Player

    • This Section Is Deprecated
    • Aircraftagent.Cs: Variables
    • Aircraftagent.Cs: Add Script, Rigidbody, Trailrenderer To Prefab
    • Aircraftagent.Cs: Agentaction()
    • Aircraftagent.Cs: Agentaction() + Processmovement()
    • Aircraftagent.Cs: Processmovement() Continued
    • Aircraftagent.Cs: Processmovement() Completed
    • Aircraftplayer.Cs & Input System
    • Input System Mini-Quiz
    • Aircraftplayer.Cs: Variables
    • Aircraftplayer.Cs: Process Inputs
    • Airplaneplayer Prefab, Input Bindings, & Aircraft Academy
    • Behavior Parameters
    • Follow Camera & Playtesting
    • Aircraftagent.Cs: More Variables
    • Aircraftagent.Cs: Even More Variables
    • Aircraftagent.Cs: Explosions, Ray Perception, & Max Step
    • Aircraftagent.Cs: Training Logic In Agentaction()
    • Aircraftagent.Cs: Vectortonextcheckpoint() & Gotcheckpoint()
    • Aircraftagent.Cs: Agentreset(), Freezeagent(), & Thawagent()
    • Aircraftagent.Cs: Ontriggerenter() For Checkpoints
    • Aircraftagent.Cs: Oncollisionenter() & Explosionreset()
    • Aircraftagent.Cs: Collectobservations()
    • Aircraftagent.Cs: Rayperception Observations Visualization
    • Aircraftagent.Cs: Rayperception Observations Code
    • Section Quiz

    [V1.0] Aircraft Agent & Aircraft Player

    • Aircraftagent.Cs: Variables
    • Aircraftagent.Cs: Initialize()
    • Aircraftagent.Cs: Onactionreceived()
    • Aircraftagent.Cs: Processmovement()
    • Aircraftplayer.Cs: Input System & Variables
    • Aircraftplayer.Cs: Heuristic()
    • Aircraftplayer.Cs: Airplane Prefab Setup
    • Aircraftplayer: Input Bindings
    • Aircraftplayer.Cs: Follow Camera, Decisionrequester, & Test Flight
    • Aircraftagent.Cs: More Variables
    • Aircraftagent.Cs: Training Logic In Initialize() & Onactionreceived()
    • Aircraftagent.Cs: Vectortonextcheckpoint()
    • Aircraftagent.Cs: Gotcheckpoint()
    • Aircraftagent.Cs: Onepisodebegin()
    • Aircraftagent.Cs: Freeze() & Thaw()
    • Aircraftagent.Cs: Ontriggerenter()
    • Aircraftagent.Cs: Oncollisionenter & Explosionreset()
    • Aircraftagent.Cs: Collectobservations() & Heuristic()
    • Aircraftagent: Rayperceptionsensor3d & Aircraftagent Components
    • Aircraftagent: Behavior Parameters, Aircraftagent, & Explosion

    [V0.11] Training The Aircraft Agents

    • This Section Is Deprecated
    • Introduction
    • Resources
    • New Training Scene
    • Create Learning Agents
    • Academy & Prepare Four Copies Of Area
    • Turn On Training Mode
    • Error If Reset Parameters Are Not Set
    • Training Config Files
    • Config: Trainer_config.Yaml
    • Curriculum: Aircraftlearning.Json
    • Start Training With Anaconda
    • More About Training
    • Tensorboard
    • Aircraft Inference With A .Nn File
    • Resume Training
    • Resuming Training Restarts Curriculum & Hard Inference
    • Section Quiz

    [V1.0] Training The Aircraft Agents

    • New Training Scene
    • Config Files
    • Start Training
    • Tensorboard & Training Progress
    • Training Results
    • Introducing Randomness
    • Race Your Ml-Agents

    [V1.0 & V0.11] Game Logic & Menus

    • Introduction
    • Gamemanager.Cs: Enums & Statechangehandler
    • Gamemanager.Cs: Accessors & Singleton Logic
    • Gamemanager.Cs: Level Loading Logic
    • Main Menu Scene + Layout
    • Main Menu Content
    • Mainmenucontroller.Cs: Variables & Dropdown Lists
    • Mainmenucontroller.Cs: Interaction Logic
    • Mainmenucontroller.Cs: Hook Up Ui, Build Manager, & Game Manager
    • Create Racemanager & Other Ui Scripts
    • Racemanager.Cs: Variables & Hook Ups
    • Racemanager.Cs: More Variables & Accessors
    • Racemanager.Cs: Awake() & Start()
    • Racemanager.Cs: Start() Continued
    • Racemanager.Cs: Onstatechange()
    • Racemanager.Cs: Startrace()
    • Racemanager.Cs: Pauseinputperformed()
    • Racemanager.Cs: Fixedupdate()
    • Racemanager.Cs: Placecomparer()
    • Racemanager.Cs: Getagentcheckpoint()
    • Racemanager.Cs: Ondestroy(), Getagentlap(), Getagentplace()
    • Racemanager.Cs: Getagenttime()
    • Heads Up Display Ui
    • Hud Checkpoint Indicator
    • Hudcontroller.Cs: Variables
    • Hudcontroller.Cs: Ui Update Functions
    • Hudcontroller.Cs: Hook Up To Ui
    • Pause Menu
    • Pausemenucontroller.Cs
    • Countdown Ui & Countdownuicontroller.Cs
    • Gameover Screen & Gameoverui.Cs
    • Play Testing
    • Pause Button Bugfix
    • Racemanager Prefab
    • Adding Randomness
    • Post Processing
    • Making The Main Menu More Interesting
    • Creating A Snow Scene
    • Flying In Snow
    • Adding Water, Rocks, & Updating The Race Path
    • Complete Snow Level & Add Snow To Levels List
    • Fixing Snow Level Loading Bug
    • Build & Play Complete Game
    • Section Quiz

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