all_data.json

{
  "AI/Machine Learning": {
    "Content Identification": {
      "Object Recognition": {
        "Body part tracking": {
          "Body Pose Tracking": {
            "PoseNET": {}
          },
          "Hand Tracking": {
            "Apple Vision Framework": {}
          },
          "Facial Tracking": {}
        },
        "Segmentation": {},
        "OpenCV": {},
        "YOLO": {}
      },
      "Data Analytics/Classification": {
        "t-SNE": {}
      },
      "Text Analysis": {
        "Sentiment Analysis": {}
      },
      "Audio Classification": {},
      "Voice Recognition": {
        "Speech to Text": {}
      }
    },
    "Content Creation": {
      "Image Manipulation": {
        "Text To Speech": {},
        "Image Animation": {},
        "GAN Inversion": {},
        "SuperResolution": {},
        "Lip Syncing": {}
      },
      "Image Generation": {
        "VQGAN": {},
        "CLIP": {},
        "Style Transfer": {
          "Cartoonization": {}
        },
        "Pix2Pix": {},
        "StyleGAN2": {},
        "GAN/DCGAN": {},
        "DeepDream": {}
      }
    },
    "Tools": {
      "Tensorflow": {},
      "Jupyter Notebooks": {},
      "RunwayML": {},
      "Google Collab": {},
      "PyTorch": {}
    }
  },
  "Uncategorized Utilities/DevOps": {
    "Data Tools": {
      "Python": {
        "Bokeh": {},
        "Plotly": {},
        "Matplotlib": {}
      },
      "R": {
        "ggplot": {}
      }
    },
    "DevOps": {
      "Version Control": {
        "git": {
          "Github": {},
          "Bitbucket": {}
        },
        "Subversion(svn)": {}
      },
      "Continuous Integration and Development (CI/CD)": {
        "TravisCI": {},
        "Gitlab CI": {},
        "Jenkins": {},
        "Teamcity": {},
        "Bamboo": {}
      },
      "Containers": {
        "Kubernetes": {},
        "Docker": {}
      },
      "Automation": {
        "Ansible": {},
        "Puppet": {},
        "Chef": {}
      },
      "Monitoring/Logging": {
        "Sudosystems": {},
        "AM/PM": {},
        "ELK Stack": {},
        "Splunk": {}
      }
    },
    "IDE": {
      "Vim/Emacs": {},
      "Atom": {},
      "bbedit": {},
      "Sublime Text": {},
      "Visual Studio Code": {},
      "Visual Studio": {},
      "Xcode": {}
    },
    "Terminal/Shell": {
      "Unix (Linux/Mac)": {
        "bash": {},
        "Object": {}
      },
      "Windows": {
        "Powershell": {},
        "cmd": {}
      }
    },
    "Scripting": {
      "MacOS": {
        "launchdaemons": {},
        "bash scripts": {},
        "Shortcuts": {},
        "AppleScript": {},
        "Automator": {},
        "cronjobs": {}
      },
      "Linux": {
        "cronjobs": {},
        "bash scripts": {},
        "launchdaemons": {}
      },
      "Windows": {
        "Powershell scripts": {},
        "bat scripts": {},
        "Tax Scheduler": {}
      }
    },
    "Documentation": {}
  },
  "Asset Creation": {
    "2D Asset Creation": {
      "UX/UI Design tools": {
        "InVision": {},
        "Miro": {},
        "Figma": {}
      },
      "Illustration": {
        "Procreate": {}
      },
      "Adobe Suite": {
        "After Effects": {},
        "Premiere": {},
        "Illustrator": {},
        "Photoshop": {}
      },
      "Open Source/Free": {
        "Inkscape": {},
        "GIMP": {}
      }
    },
    "3D Asset Creation": {
      "CAD/CAM": {
        "Fusion 360": {},
        "Sketchup": {},
        "Rhino": {},
        "AutoCAD": {}
      },
      "Modeling": {
        "Cinema 4D": {},
        "3D Studio Max": {},
        "Maya": {},
        "Blender": {}
      },
      "Sculpting and Texturing": {
        "ZBrush": {},
        "Substance Designer": {}
      },
      "Other Post Production Tools": {
        "Mari": {},
        "Houdini": {},
        "Nuke": {},
        "Marvelous Designer": {}
      },
      "Render Engines": {
        "Octane": {},
        "V-Ray": {}
      },
      "Asset Pipelines/Management": {
        "NVIDIA Omniverse": {},
        "Perforce": {}
      },
      "Related Concepts": {
        "File Formats": {},
        "Rigging": {},
        "Character Design": {},
        "Polygon Reduction": {}
      }
    },
    "Audio/Music Asset Creation": {
      "ProTools": {},
      "Reaper": {},
      "Ableton Live": {
        "Max For Live": {}
      },
      "Cubase": {},
      "Logic Pro": {},
      "Audacity": {},
      "Reason": {},
      "Renoise": {},
      "Bespoke Synth": {},
      "Bitwig": {}
    }
  },
  "Pro AV Hardware and Related Software": {
    "Special FX": {
      "Fog Machine": {},
      "Haze Machine": {}
    },
    "Audio": {
      "Input": {
        "Microphones": {
          "Dynamic": {
            "Regular Vocal Mic": {},
            "Shotgun": {},
            "Ambisonic": {}
          },
          "Condensor": {
            "Regular Vocal Mic": {},
            "Shotgun": {},
            "Ambisonic": {}
          },
          "Ribbon": {}
        },
        "Synthesizers": {},
        "Pickups": {
          "Piezo": {},
          "Transducer": {}
        },
        "Music Software": {
          "Ableton": {},
          "See Asset Creation": {}
        },
        "Timecode": {
          "SMTPE LTC": {}
        }
      },
      "Output": {
        "Amplifiers": {},
        "Spatial": {
          "Directional": {},
          "Binaural": {},
          "Surround": {},
          "Wave Field Synthesis": {}
        },
        "PA Systems": {},
        "Signal Processors": {
          "Compressors": {},
          "Limiters": {},
          "Equalizers": {},
          "Reverb": {}
        },
        "Headphones": {},
        "Transducer": {
          "Buttkicker Subwoofer": {},
          "Dayton Audio": {}
        }
      },
      "Communication Protocols": {
        "Dante": {},
        "OSC": {},
        "Digital/Analog Conversion": {
          "S/PIDF": {}
        }
      },
      "Related Concepts": {}
    },
    "Video": {
      "Hardware": {
        "Output": {
          "Displays": {
            "Consumer Display Tech": {
              "Legacy": {
                "Vectrex/Oscilloscope": {},
                "Cathode Ray Tube TV": {},
                "Plasma": {},
                "3D TV": {}
              },
              "Flatscreen": {
                "Electroluminescent Panel": {},
                "OLED": {},
                "LCD": {},
                "qLED": {},
                "microLED": {}
              },
              "Projector": {
                "Imaging Method": {
                  "DLP": {},
                  "LCD": {}
                },
                "Pico Projectors": {},
                "Small Scale": {},
                "Large Venue Projectors": {}
              }
            },
            "Commercial Display Tech": {
              "LED": {
                "Video Walls": {},
                "Interactive Floors": {},
                "Volumetric Displays": {},
                "Indoor Rated": {},
                "Transparent": {},
                "Outdoor Rated": {}
              },
              "Indoor 24/7": {
                "Projectors": {},
                "OLED": {}
              },
              "Outdoor Capable/Weatherproof": {
                "LCD": {
                  "LG-MRI": {}
                },
                "LED": {}
              }
            },
            "Alternative Displays": {
              "Mechanical/Persistence of Vision": {
                "Flip-dot": {},
                "Split-flap": {}
              },
              "Transparent LCD": {
                "Layered/Stacked Display": {}
              },
              "Transparent OLED": {
                "Layered/Stacked Displays": {}
              },
              "Flexible Displays (OLED)": {},
              "Electronic Ink/E-Ink": {
                "Visionect": {}
              },
              "Volumetric Illusion": {
                "Lightfield": {
                  "Solidlight": {},
                  "Looking Glass": {}
                },
                "Layered Screens": {}
              },
              "LCD with modified polarizers": {
                "Worldstage Whitespace Displays": {}
              },
              "Techniques": {
                "Projection on water": {},
                "Projection on fog": {},
                "Persistence of Vision": {},
                "Pepper's Ghost": {},
                "Volumetric Projection": {},
                "Diffusion/Distortion": {}
              },
              "Object": {}
            },
            "Touch Screens": {
              "Projected Capacitance (PCAP)": {},
              "Infrared": {},
              "Resistive": {},
              "Surface Acoustic Wave": {},
              "Surface Capacitive": {},
              "Object/Marker Recognition on screens": {}
            }
          }
        },
        "Input": {
          "Cameras": {
            "Broadcast": {},
            "PTZ": {},
            "DSLR": {},
            "Cinema": {}
          },
          "Capture": {
            "Capture Cards": {
              "Blackmagic": {}
            },
            "Object": {}
          }
        },
        "Other Concepts": {
          "Signal Extenders": {
            "Fiber": {},
            "Cat5e/Cat6": {}
          },
          "Routers": {},
          "Switchers": {},
          "Transmission/Streaming": {},
          "Video Cables": {
            "Legacy": {
              "SDI": {},
              "VGA": {},
              "RCA": {},
              "Coax": {}
            },
            "HD": {
              "HDMI": {},
              "Displayport": {},
              "HD-SDI": {},
              "3G-SDI": {},
              "6G-SDI": {}
            }
          }
        },
        "Basic Media Players": {
          "Bright Sign": {}
        },
        "Pro Systems": {
          "Catalyst": {},
          "Disguise/d3": {},
          "Dataton Watchout": {},
          "Pixera": {},
          "Notch": {},
          "Green Hippo": {},
          "Ventuz": {}
        }
      },
      "Software": {
        "VJ/Mapping Software": {
          "Modul8": {},
          "Madmapper": {},
          "VDMX": {},
          "Resolume": {}
        },
        "Streaming": {
          "Streaming Protocol": {
            "RTMP": {},
            "RTSP": {},
            "HLS": {},
            "RTP": {},
            "Newtek NDI": {}
          },
          "OBS": {},
          "Wirecast": {},
          "vMix": {},
          "Newtek NDI": {}
        }
      }
    },
    "Lights": {
      "Lighting Consoles": {
        "GrandMA": {},
        "ETC": {}
      },
      "Lighting Controllers": {
        "Pro": {
          "Advatek": {},
          "Enttec": {},
          "Madrix": {},
          "Falcon": {}
        },
        "DIY": {
          "Teensy": {},
          "Raspberry Pi": {}
        }
      },
      "Mapping & Content Software": {
        "Madrix": {},
        "ELM": {},
        "TouchDesigner": {}
      },
      "Communication Protocols": {
        "DMX": {},
        "ArtNet / sACN": {},
        "DDB": {}
      },
      "Lasers": {
        "Laser Control": {
          "Pangolin Quickshow": {},
          "ILDA": {},
          "MadMapper MadLaser": {}
        }
      }
    },
    "Computers": {
      "Operating Systems": {
        "Mac": {},
        "Linux": {},
        "Windows": {}
      },
      "Graphics Cards": {}
    },
    "Mobile Devices": {
      "iOS": {},
      "Android": {}
    },
    "Electrical and Safety": {},
    "Utility/Management Systems": {
      "Crestron": {},
      "Extron": {}
    }
  },
  "Optical Tracking": {
    "Related Topics": {
      "Antilatency/Low Latency": {},
      "Virtual Production/XR": {
        "MoCap Rigs/Systems": {
          "Camera Based": {
            "Mo-Sys": {},
            "RedSpy": {},
            "VICON": {}
          },
          "IMU Based": {
            "Rokoko": {},
            "Xsens": {}
          }
        },
        "Other Tracking Systems": {
          "OptiTrack": {},
          "Blacktrax": {}
        }
      }
    },
    "Computer Vision": {
      "For More - See AI/ML Section": {},
      "Gesture Control": {},
      "Eye Tracking": {
        "Tobii Eye Tracker": {}
      },
      "Body Tracking": {},
      "OpenCV": {},
      "Techniques": {
        "Contour Detection": {},
        "Optical Flow": {},
        "Blob Tracking": {},
        "Background Subtraction": {},
        "Frame Differencing": {}
      }
    }
  },
  "Sensors/Interaction Methods": {
    "Cameras": {
      "Types": {
        "Slow Motion/High Speed Cam": {},
        "IP Cameras": {},
        "Video Cam": {
          "Action Cameras": {
            "GoPro Hero": {}
          },
          "Smartphone Camera": {},
          "Professional Grade Camcorder": {},
          "Broadcast": {},
          "Object": {}
        },
        "Webcam": {},
        "Infrared": {
          "Normal": {},
          "Depth Cameras": {
            "Realsense": {},
            "Kinect": {},
            "Orbbec": {},
            "Ensenso": {}
          },
          "Thermal Cameras": {
            "FLIR": {}
          }
        },
        "DSLR": {},
        "Mirrorless": {},
        "Stereo RGB": {
          "Stereolab Zed Camera": {}
        }
      }
    },
    "Touch/Hands": {
      "Leap Motion": {},
      "Sensel": {},
      "Capacitive": {},
      "Touchscreens": {
        "Projected Capacitance (PCAP)": {
          "Ideum": {}
        },
        "IR": {},
        "Shadowsense": {},
        "LIDAR (for Large scale or LED)": {
          "Velodyne": {},
          "Ouster": {}
        }
      }
    },
    "Bluetooth": {
      "Beacons": {}
    },
    "Position/Motion Sensing": {
      "LIDAR": {
        "Velodyne Lidar VLP Series": {},
        "Ouster": {},
        "Hokuyu UST Series": {}
      },
      "Rotary Encoder": {},
      "GPS": {},
      "Infrared": {
        "PIR": {},
        "Distance Sensor": {}
      },
      "Ultrasonic Distance Sensor": {},
      "Ultra Wide Band (UWB)": {
        "Apple Airtag": {},
        "Pozyx": {}
      },
      "Accelerometer/Gyroscope": {
        "LP-Research LPMS Series": {},
        "Wit Motion": {}
      }
    },
    "Other": {
      "Unusual or Custom Inputs": {
        "Pressure Sensors": {
          "Direct Force Pressure": {
            "Load Cell": {},
            "Force Sensing Resistor (FSR)": {},
            "Sensel": {}
          },
          "Object": {}
        },
        "Magnetometer": {},
        "Water Detection": {},
        "Humidity": {},
        "Bend Sensors": {}
      },
      "Biometric": {
        "Heart Rate": {
          "ECG (Electrical)": {},
          "PPG (Optical)": {}
        },
        "Breath": {
          "XeThru": {}
        },
        "Object": {}
      },
      "Buttons/Knobs/Sliders": {
        "Linear": {
          "Potentiometer": {}
        },
        "Magnetic": {
          "Hall Effect Sensor": {},
          "Reed Switch": {}
        },
        "Rotary": {
          "Potentiometer": {},
          "Rotary Encoder": {}
        },
        "Momentary": {
          "Arcade Button": {}
        },
        "Toggle": {
          "Switch": {}
        }
      },
      "RFID": {
        "NFC": {},
        "Low Frequency (LF)": {},
        "High Frequency (HF)": {},
        "Ultra High Frequency (UHF)": {}
      },
      "Capacitive Sensors": {},
      "Light Sensors": {
        "Photocell": {}
      },
      "Temperature Sensors": {
        "Thermistor": {},
        "Thermocouple": {}
      },
      "Sound/Vibration": {
        "Microphones": {},
        "Piezo": {}
      }
    }
  },
  "Physical Computing": {
    "Embedded AI Devices": {
      "Microsoft Azure Percept": {},
      "NVIDIA Jetson Nano": {},
      "Google Coral": {}
    },
    "Analysis": {
      "Multimeter": {},
      "Oscilloscope": {},
      "Power Profiler": {},
      "J-Link Debug Probe": {}
    },
    "Embedded/Multiple Devices": {
      "Beaglebone": {},
      "Raspberry Pi": {}
    },
    "Motors/Actuators": {
      "Types": {
        "DC Motor": {},
        "Linear Actuator": {},
        "Stepper": {},
        "Servo": {}
      },
      "Related": {
        "Haptics": {
          "Ultraleap": {},
          "Disney AIREAL": {},
          "Novint Falcon": {}
        },
        "Robotics": {
          "Soft Robotics": {},
          "Kinetic Sculptures": {}
        },
        "Air/Water Movement": {
          "Solenoids": {}
        }
      }
    },
    "Microcontrollers": {
      "Adafruit Feather": {},
      "M5Stack": {},
      "Arduino": {},
      "Custom PCB": {},
      "Teensy": {}
    },
    "Lights/LED": {
      "Fadecandy": {},
      "NeoPixel": {},
      "LED Strips": {}
    }
  },
  "Mobile Technology": {
    "Sensors": {
      "Compass/Magnetometer": {},
      "Location/GPS": {},
      "Ambient Light Sensor": {},
      "Barometer": {},
      "Gyroscope": {},
      "Accelerometer": {},
      "LIDAR": {},
      "Microphone": {},
      "Camera": {}
    },
    "Mobile AR": {
      "Native Platform Frameworks": {
        "Android": {
          "ARCore": {}
        },
        "Apple": {
          "ARKit": {}
        }
      },
      "Face Detection/Face Filters": {
        "Snapchat Lens Studio": {},
        "Meta Spark AR": {}
      },
      "WebAR": {
        "AR.js/A Frame": {},
        "8th Wall": {}
      },
      "Other": {
        "Niantic Lightship": {}
      }
    },
    "Web Frameworks for Apps": {
      "React Native": {},
      "Bootstrap": {}
    },
    "Android": {
      "Devices": {
        "A million options": {}
      }
    },
    "Apple": {
      "Devices": {
        "iPhone": {
          "iOS": {}
        },
        "iPad": {
          "iPadOS": {}
        },
        "Apple Watch": {
          "Object": {}
        }
      }
    }
  },
  "Web/Networking Frameworks": {
    "Frontend": {
      "Audio": {
        "tone.js": {}
      },
      "WebAR/VR": {
        "AR.js/A-Frame": {},
        "8th Wall": {}
      },
      "Machine Learning": {
        "ml5.js": {}
      },
      "WebGL Environments": {
        "three.js": {}
      },
      "Data Visualization": {
        "D3.js": {}
      },
      "Common Frontend Frameworks": {
        "Vue.js": {},
        "Angular.js": {},
        "React.js": {}
      },
      "Creative/Animation frameworks": {
        "paper.js": {},
        "p5.js": {}
      }
    },
    "Backend": {
      "Database": {
        "MondoDB": {},
        "SQL": {
          "sqlite": {}
        }
      },
      "Communication Protocols/Messaging Queues": {
        "RabbitMQ": {},
        "ZeroMQ": {},
        "Websockets": {},
        "UDP": {
          "Open Sound Control (OSC)": {}
        },
        "TCP/IP": {
          "HTTP/HTTPS": {
            "REST API": {}
          }
        }
      },
      "Related Concepts": {
        "nginx": {},
        "Microsoft Azure": {},
        "Node.js": {},
        "Google Firebase": {},
        "Video/Image Processing": {
          "gstreamer": {},
          "imagemagick": {},
          "ffmpeg": {}
        },
        "AWS": {
          "S3": {},
          "EC2": {}
        },
        "Google Cloud": {},
        "Content Delivery Network (CDN)": {},
        "Apache": {}
      },
      "Content Management System (CMS)": {
        "A million others": {},
        "Drupal": {},
        "Wordpress": {},
        "Contentful": {}
      }
    },
    "Data Serialization": {
      "Protobuf": {},
      "YAML": {},
      "JSON": {},
      "XML": {}
    }
  },
  "Real-time 3D/Game Engines": {
    "Engine Types": {
      "Open Source": {
        "babylon.js": {},
        "three.js": {},
        "Sceneform": {}
      },
      "Commercial": {
        "Scenekit": {},
        "CryEngine": {},
        "Amazon Lumberjack": {},
        "Unity": {},
        "Unreal": {}
      }
    },
    "VR": {
      "Headsets": {
        "Sony PSVR": {},
        "HTC Vive": {},
        "Valve Index": {},
        "Meta Oculus": {
          "Rift S": {},
          "Quest 2": {},
          "Quest": {}
        }
      },
      "Related Concepts": {}
    },
    "AR": {
      "Headsets": {
        "Google Glass": {},
        "Magic Leap": {},
        "Microsoft Hololens": {}
      },
      "AR Methods": {
        "Marker Based": {
          "Vuforia": {}
        },
        "Visual Inertial Odometry": {
          "ARKit": {}
        },
        "SLAM": {
          "iOS Devices with LIDAR": {},
          "Google Tango": {}
        }
      },
      "Related Concepts": {}
    }
  },
  "Creative Code Frameworks": {
    "License Types": {
      "Commercial/Paid": {
        "Subscription": {}
      },
      "Open Source": {
        "Mozilla Public License": {},
        "MIT": {},
        "GPL": {}
      },
      "Educational/Learning": {},
      "Other": {}
    },
    "Language Type": {
      "Node Based/Visual": {
        "Isadora": {},
        "Cables.gl": {},
        "vvvv": {},
        "Vuo": {},
        "Nodebox": {},
        "nodes.io": {},
        "Pure Data(pd)": {},
        "Max": {},
        "Notch": {}
      },
      "C++": {
        "OpenFrameworks": {},
        "Cinder": {},
        "Nap Framework": {}
      },
      "Kotlin": {
        "OPENRNDR": {}
      },
      "Ruby": {
        "Visor": {}
      },
      "Rust": {
        "Nannou": {}
      },
      "Python": {
        "Processing.py": {}
      },
      "Javascript": {
        "p5.js": {},
        "three.js": {},
        "paper.js": {}
      },
      "Legacy/Deprecated Tools": {
        "Flash": {},
        "Macromedia Director": {},
        "Quartz Composer": {}
      },
      "Java": {
        "Processing": {}
      },
      "Low Level Graphics": {
        "Metal": {},
        "DirectX": {},
        "OpenGL": {
          "WebGL": {}
        },
        "Vulkan": {}
      }
    },
    "Use Cases": {
      "Livecoding": {},
      "Interactive/Physical sensor integration": {},
      "Data Visualization": {},
      "Multi Screen Custom Installations": {},
      "Generative Visuals": {}
    }
  }
}