Real-Time Pornography Censorship with TensorFlow2 & WebRTC

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Beny Rahman Hakim, M.Kom

10:53:17

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1. Course Overview

1. Projects Demo.mp4

03:18

2. About The Course.mp4

10:32

2. Brief Introduction

1.1 1-Pornography Censorship & Challenges.pptx

1. Pornography Censorship & Challenges.mp4

28:55

2.1 2-TensorFlow 2 Object Detection.pptx

2. TensorFlow 2 Object Detection.mp4

43:10

3.1 3-Why not Using Image Classification.pptx

3. Why not Using Image Classification.mp4

08:00

4.1 4-Starting from Scratch to Implementation.pptx

4. Starting from Scratch to Implementation.mp4

16:07

3. Getting Ready

1.1 1-Getting Ready.pptx

1. Requirements HardwareSoftware.mp4

13:17

2.1 1-Getting Ready.pptx

2. The Secrets.mp4

08:51

3.1 1-Getting Ready.pptx

3. Download Resources.mp4

12:30

4.1 1-Getting Ready.pptx

4. Install NodeJS Framework.mp4

06:17

5.1 1-Getting Ready.pptx

5. Install Python Anaconda.mp4

08:44

6.1 1-Getting Ready.pptx

6. Configuring LabelImg.mp4

16:35

7.1 1-Getting Ready.pptx

7. Video to Image Converter.mp4

05:15

8.1 1-Getting Ready.pptx

8. Install Visual Studio Code.mp4

05:51

9.1 1-Getting Ready.pptx

9. Working with Google Colaboratory.mp4

08:58

4. Train Dataset Using Method of Transfer Learning

1.1 Collecting Dataset.rar

1.2 Train Dataset Using Method of Transfer Learning.pptx

1. Collecting Dataset.mp4

44:40

2.1 Dataset Pre-Processing.rar

2. Dataset Pre-Processing.mp4

46:18

3.1 Image Labelling.rar

3. Image Labelling.mp4

20:12

4.1 Dataset Training.rar

4. Dataset Training.mp4

01:08:20

5. Pornography Censorship on Images

1.1 1-Pornography Censorship on Images.pptx

1.2 image-detection.rar

1. Build The UI First!.mp4

37:36

2. Get The App to Run.mp4

22:00

3. Add The Controller to Censor Pornography on Image.mp4

49:51

6. Pornography Censorship on Video

1.1 2-Pornography Censorship on Video.pptx

1.2 video-detection.rar

1. Build The UI First!.mp4

24:11

2. Get The App to Run.mp4

08:54

3. Add The Controller to Censor Pornography on Video.mp4

13:08

7. Pornography Censorship on Live Streaming

1.1 3-Pornography Censorship on Live Streaming.pptx

1.2 livestreaming-detection.rar

1. Build The UI First!.mp4

38:32

2. Get The App to Run.mp4

28:03

3. Add The Controller to Censor Pornography on Live Streaming.mp4

15:08

8. Pornography Censorship on Video CallConference

1.1 4-Pornography Censorship on Video Call-Conference.pptx

1.2 vidcall-detection.rar

1. Build The UI First!.mp4

20:14

2. Get The App to Run.mp4

11:22

3. Add The Controller to Censor Pornography on Video CallConference.mp4

08:28

Description

Learn How to Successfully Train Custom Dataset and Combine NodeJS-TensorFlowJS-WebRTC for Censoring Pornography

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

Who is this for?

Everyone Curious about Online Real-Time Object Detection & Pornography Censorship Based on TensorFlow2-NodeJS-TensorFlowJS-WebRTC Frameworks

What You Need to Know?

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

More details

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.
Who this course is for:
Everyone Curious about Online Real-Time Object Detection & Pornography Censorship Based on TensorFlow2-NodeJS-TensorFlowJS-WebRTC Frameworks

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I've been lecturing for more than 5 years at a private college in Indonesia. The latest education I took was Masters degree in Informatics Engineering at Amikom University of Yogyakarta city. I obtained undergraduate at Indonesian Computer University majoring in Computer Systems. I love to learn and try new techniques of hardware/software design and implementation. My motivation for joining Udemy as an instructor is to share my experiences and knowledge that I've gained so far, which maybe rarely taught by anyone out there.

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