Real-Time Pornography Censorship with TensorFlow2 & WebRTC
Learn How to Successfully Train Custom Dataset and Combine NodeJS-TensorFlowJS-WebRTC for Censoring Pornography
Description
Tensorflow Object Detection is one of many Artificial Intelligence (AI) technology that grow rapidly in recent years. Its abilities gives our computer and devices the capability to recognize objects with image processing method. It has been so popular recently and has various usages in our daily lives. For example, object detection is often used in robotics, health care, military, game and other modern tools. However, it's quite challenging to successfully implement this technology as so much miscalculation might occur. One single mistake can jeopardize the whole processes, which is tiring and time consuming. Beginners that attempt this challenge usually find themselves lost in nowhere even with so many references (whether from books, journals, internet) out there. Supposedly, that's the reason why this course is created, which is to help anyone taking the path to this awesome technology. Inside, learners will learn:
Preparations needed in order to successfully
Installing necessary tools
Methods to Collect Dataset
Dataset Pre-Processing
Image Annotation
Train dataset using Transfer Learning method of TensorFlow 2 framework
Online Real-Time Object Detection on Web App to censor pornography contents
Combining TensorFlowJS, NodeJS, & WebRTC frameworks to build apps capable of censoring pornography on image, video, livestreaming and video call/conference
By the end of this course, students should be able implementing tensorflofw object detection on various apps and purposes.
What You Will Learn!
- Basic Introduction to Pornography Censorship & Challenges
- Learn How to Constantly Successful in Training Custom Dataset (NSFW) Using TensorFlow 2
- Preparing The Necessary Requirements to Successfully Train & Implement TensorFlow Object Detection
- Train Dataset Using Transfer Learning Method
- Combining TensorFlow 2 Object Detection, NodeJS, TensorFlowJS and WebRTC Framework for Censoring Pornography
- Build Apps Capable of Censoring Pornography on Image, Video, Livestreaming & Video Conference/Call
Who Should Attend!
- Everyone Curious about Online Real-Time Object Detection & Pornography Censorship Based on TensorFlow2-NodeJS-TensorFlowJS-WebRTC Frameworks