Real-Time Pornography Censorship Using TF2 Object Detection

Published 12/2023
Created by Beny Rahman Hakim, M.Kom
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 31 Lectures ( 10h 53m ) | Size: 7.6 GB

What you’ll 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

Requirements
No programming experience needed. Students will learn everything within the course step by step.

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 toolsMethods to Collect DatasetDataset Pre-ProcessingImage AnnotationTrain dataset using Transfer Learning method of TensorFlow 2 frameworkOnline Real-Time Object Detection on Web App to censor pornography contentsCombining TensorFlowJS, NodeJS, & WebRTC frameworks to build apps capable of censoring pornography on image, video, livestreaming and video call/conferenceBy the end of this course, students should be able implementing tensorflow object detection on various apps and purposes.

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