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您將獲得的技能

Artificial Intelligence (AI)OpencvComputer Visionwatson

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初級

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 1 小時

Introduction to Computer Vision

This short module will introduce you to the field of computer vision. We will cover the course expectations and highlight how computer vision is making an impact across various industries. You will also be introduced to the tools used in computer vision.

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4 個視頻 (總計 16 分鐘), 2 個閱讀材料, 2 個測驗
4 個視頻
Brainstorming Your Own Applications3分鐘
2 個閱讀材料
Welcome2分鐘
Articles10分鐘
2 個練習
Practice Assessment8分鐘
Graded - (10%) Overview of Computer Vision and its Applications20分鐘
完成時間為 1 小時

Classifiers with IBM Watson Visual Recognition (VR) - Part 1

In this module, we start by introducing the topic of image classification. We will then talk about Watson Visual Recognition, an industry-leading service provided by IBM that is used for image classification. Finally, you will create your own instance of Watson Visual Recognition and will use it to upload images and perform image classification. Let's get started!

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6 個視頻 (總計 24 分鐘), 1 個閱讀材料, 2 個測驗
6 個視頻
Classification with Watson Visual Recognition2分鐘
Working with Custom Classifiers5分鐘
Custom Image Classifiers with IBM Watson4分鐘
1 個閱讀材料
LAB: Classifying Images with IBM Watson30分鐘
2 個練習
Practice Assessment8分鐘
Graded - (10%) Classifiers with IBM Watson VR - Part 120分鐘
完成時間為 1 小時

Classifiers with IBM Watson Visual Recognition (VR) - Part 2

This module delves deeper into IBM Watson's image classifiers. You will learn to create a custom classifier in your Visual Recognition Instance and will train and test your custom classifier to classify dog images into different breeds.

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3 個視頻 (總計 8 分鐘), 2 個閱讀材料, 1 個測驗
2 個閱讀材料
Industry Case Studies with Custom Image Classifiers10分鐘
LAB: Testing and Training a Custom Classifier30分鐘
1 個練習
Graded - (10%) Classifiers with IBM Watson VR - Part 225分鐘
2
完成時間為 4 小時

Face Detection and Image Processing using IBM Watson and Python

This week, you will learn about image processing and face detection. You will then use Python and the Watson Visual Recognition API to perform image classification.

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4 個視頻 (總計 23 分鐘), 3 個閱讀材料, 4 個測驗
4 個視頻
Using the Watson VR API with Python4分鐘
3 個閱讀材料
[Important Reminder] : Completion of Labs2分鐘
Instruction for Obtaining your API Key2分鐘
Articles10分鐘
2 個練習
Practice Assessment20分鐘
Graded - (20%) Face Detection and Image Processing using IBM Watson40分鐘
3
完成時間為 4 小時

Face Detection and Image Processing using OpenCV and Python

This week, you will learn how to use the Haar Cascade classifiers for detecting eyes and faces in images. You will then do a variety of hands-on labs that will teach you how to perform license plate recognition using the Tesseract OCR, colour quantization, image compression, and image processing. While completing these labs, you will also learn how to use the OpenCV package in Python

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3 個視頻 (總計 22 分鐘), 2 個閱讀材料, 5 個測驗
2 個閱讀材料
[Important Reminder]: Completion of Labs2分鐘
Instruction for Obtaining your API Key2分鐘
2 個練習
Practice Assessment20分鐘
Graded - (20%) Face Detection and Image Processing using OpenCV40分鐘
4
完成時間為 3 小時

Project: Building a Web-Based Computer Vision App

In the final week of this course, you will build a computer vision app that you will deploy on the web. For the project, you will create a custom classifier, train it and connect it to your app. You will then deploy your app to the cloud for making it accessible to anyone around the globe!

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2 個閱讀材料, 2 個測驗
2 個閱讀材料
Project: How to deploy your VR Classifier10分鐘
Instruction for Obtaining your API Key2分鐘

講師

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Yi Leng Yao

MSc., Data Scientist, Software Engineer
IBM Skills Network
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Sacchit Chadha

Software Engineer @IBM | Rising Computer Science Senior @UWaterloo

關於 IBM

IBM offers a wide range of technology and consulting services; a broad portfolio of middleware for collaboration, predictive analytics, software development and systems management; and the world's most advanced servers and supercomputers. Utilizing its business consulting, technology and R&D expertise, IBM helps clients become "smarter" as the planet becomes more digitally interconnected. IBM invests more than $6 billion a year in R&D, just completing its 21st year of patent leadership. IBM Research has received recognition beyond any commercial technology research organization and is home to 5 Nobel Laureates, 9 US National Medals of Technology, 5 US National Medals of Science, 6 Turing Awards, and 10 Inductees in US Inventors Hall of Fame....

常見問題

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  • After completing this course you will be able to:

    ●      explain what computer vision is and its applications

    ●      understand the roles of Python, OpenCV and IBM Watson in computer vision

    ●      classify images utilizing IBM Watson, Python, and OpenCV

    ●      build and train custom image classifiers using Watson Visual Recognition API

    ●      process images in Python using OpenC

    ●      create an interactive computer vision web application and deploy it to the cloud

  • No specialized hardware or software is required to complete this course. You will perform all labs and projects in a cloud environment and work with Python in Jupyter Notebooks, OpenCV, and IBM Watson Visual Recognition. Instrcutions for no-charge access to IBM Cloud is provided. You will require a modern web browser (i.e. recent versions of Chrome or Firefox).

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