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Andrew Ng,
Kian Katanforoosh,
and
Younes Bensouda Mourri
딥 러닝 전문화의 네 번째 과정에서는 컴퓨터 비전이 어떻게 발전해 왔는지 이해하고 자율 주행, 얼굴 인식, 방사선 이미지 읽기 등과 같은 흥미로운 애플리케이션에 익숙해질 것입니다.
마지막에는 Residual Networks와 같은 최근 파생을 포함하여 컨볼루션 신경망을 구축할 수 있습니다. 시각적 감지 및 인식 작업에 컨볼루션 네트워크를 적용합니다. Neural Style Transfer를 사용하여 아트 작품을 생성하고 이러한 알고리즘을 다양한 이미지, 비디오 및 기타 2D 또는 3D 데이터에 적용합니다.
딥 러닝 전문화는 딥 러닝의 기능, 도전 과제 및 결과를 이해하고 첨단 AI 기술 개발에 참여할 수 있도록 준비하는 데 유용한 기본 프로그램입니다. 기계 학습을 업무에 적용하고, 기술 경력의 수준을 높이고, AI 세계에서 결정적인 단계를 밟을 수 있는 지식과 기술을 얻을 수 있는 경로를 제공합니다.
Register for this course and see more details by visiting:
OpenCourser.com/course/75xjcx/keonbolrusyeon
What's inside
Syllabus
컨볼루션 신경망의 기초
CNN의 기본 레이어(풀링, 컨볼루션)를 구현하고 심층 네트워크에 적절하게 스택하여 다중 클래스 이미지 분류 문제를 해결합니다.
심층 컨볼루션 모델: 사례 연구
연구 논문을 통해 Deep CNN에서 사용되는 강력하고 실용적인 트릭과 방법을 바로 확인하고 전이 학습을 자신의 Deep CNN에 적용하십시오.
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Syllabus
컨볼루션 신경망의 기초
CNN의 기본 레이어(풀링, 컨볼루션)를 구현하고 심층 네트워크에 적절하게 스택하여 다중 클래스 이미지 분류 문제를 해결합니다.
심층 컨볼루션 모델: 사례 연구
연구 논문을 통해 Deep CNN에서 사용되는 강력하고 실용적인 트릭과 방법을 바로 확인하고 전이 학습을 자신의 Deep CNN에 적용하십시오.
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객체 감지
CNN에 대한 새로운 지식을 컴퓨터 시각 인식에서 가장 인기 있고 가장 도전적인 분야 중 하나인 객체 감지에 적용합니다.
특수 애플리케이션: 얼굴 인식 및 Neural Style Transfer
아트 작품 생성 및 얼굴 인식을 포함한 여러 분야에 CNN을 적용할 수 있는 방법을 살펴보고 나만의 알고리즘을 구현하여 아트 작품을 생성하고 얼굴을 인식할 수 있습니다!
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Builds a strong foundation for beginners in computer vision and image recognition
Learners develop core skills in CNNs, essential for many roles in data science and AI
Covers the latest advancements in CNNs, such as Residual Networks
Provides hands-on experience in building and applying CNNs through interactive assignments and labs
Offers a comprehensive overview of the field, from the basics to advanced topics
Taught by renowned instructors Andrew Ng, Younes Bensouda Mourri, and Kian Katanforoosh, who bring extensive experience in deep learning and computer vision
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Save 컨볼루션 신경망 to your list so you can find it easily later:
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Activities
Be better prepared
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during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in 컨볼루션 신경망 with these
activities:
Residual Networks 튜토리얼 탐색
Show steps
최신 딥러닝 기술을 탐구하여 강의 내용을 넘어 지식을 확장합니다.
Browse courses on
Residual Networks
Show steps
-
Residual Networks에 대한 온라인 튜토리얼과 연구 논문을 찾습니다.
-
튜토리얼을 따라가며 Residual Networks의 개념과 구현을 이해합니다.
-
새로운 기술을 자신의 프로젝트에 통합합니다.
Show all one activities
Residual Networks 튜토리얼 탐색
Show steps
최신 딥러닝 기술을 탐구하여 강의 내용을 넘어 지식을 확장합니다.
Browse courses on
Residual Networks
Show steps
Show steps
Show steps
- Residual Networks에 대한 온라인 튜토리얼과 연구 논문을 찾습니다.
- 튜토리얼을 따라가며 Residual Networks의 개념과 구현을 이해합니다.
- 새로운 기술을 자신의 프로젝트에 통합합니다.
Show all one activities
Career center
Learners who complete 컨볼루션 신경망 will develop knowledge and skills
that may be useful to these careers:
Deep Learning Engineer
Deep Learning Engineer
Deep Learning Engineers develop and deploy deep learning models. These models are used in a wide range of applications, from self-driving cars to medical diagnosis. This course will provide you with a strong foundation in the theory and practice of deep learning. You will learn how to build and train deep learning models, and you'll also learn how to apply them to real-world problems. The course covers a wide range of topics, from the basics of deep learning to the latest advances in the field.
Data Scientist
Data Scientist
Data Scientists use data to solve business problems. They use a variety of techniques, including machine learning, deep learning, and statistics, to analyze data and extract insights. This course will provide you with a strong foundation in the fundamentals of machine learning and deep learning, which will be essential for a career as a Data Scientist. The course will also introduce you to a variety of data science tools and techniques, and you'll have the opportunity to apply these techniques to real-world problems.
Machine Learning Engineer
Machine Learning Engineer
Machine Learning Engineers develop and deploy machine learning models. These models are used in a wide range of applications, from fraud detection to predictive analytics. This course will provide you with a strong foundation in the theory and practice of machine learning. You will learn how to build and train machine learning models, and you'll also learn how to apply them to real-world problems. The course covers a wide range of topics, from the basics of machine learning to the latest advances in the field.
Data Analyst
Data Analyst
Data Analysts use data to solve business problems. They use a variety of techniques, including machine learning, deep learning, and statistics, to analyze data and extract insights. This course will provide you with a strong foundation in the fundamentals of data analysis, and you'll learn how to apply these techniques to real-world problems. The course covers a wide range of topics, from the basics of data analysis to the latest advances in the field.
Research Scientist
Research Scientist
Research Scientists conduct research in a variety of fields, including computer science, engineering, and medicine. They use a variety of techniques, including machine learning, deep learning, and statistics, to develop new technologies and solve important problems. This course will provide you with a strong foundation in the fundamentals of machine learning and deep learning, which will be essential for a career as a Research Scientist. The course will also introduce you to a variety of research methods and techniques, and you'll have the opportunity to apply these techniques to your own research.
Computer Vision Engineer
Computer Vision Engineer
Computer Vision Engineers build and maintain the computer vision systems that are used to develop everything from self-driving cars to medical imaging devices. This course will help you build a foundation in the field and provide you with the skills you need to develop and deploy your own computer vision systems. The course covers a wide range of topics, from the basics of image processing to the latest advances in deep learning. You'll also learn how to apply computer vision techniques to real-world problems, such as object detection, facial recognition, and medical image analysis.
Software Engineer
Software Engineer
Software Engineers design, develop, and maintain software systems. They use a variety of programming languages and technologies to build software that meets the needs of users. This course will provide you with a strong foundation in the fundamentals of software engineering, and you'll learn how to apply these principles to the development of real-world software systems. The course covers a wide range of topics, from the basics of software design to the latest advances in software development.
Business Analyst
Business Analyst
Business Analysts use data and analysis to help businesses make better decisions. They work with stakeholders to understand their needs and develop solutions that meet those needs. This course will provide you with a strong foundation in the fundamentals of business analysis, and you'll learn how to apply these principles to real-world business problems. The course covers a wide range of topics, from the basics of business analysis to the latest advances in the field.
Product Manager
Product Manager
Product Managers are responsible for the development and launch of new products. They work with engineers, designers, and marketers to ensure that products meet the needs of users. This course will provide you with a strong foundation in the fundamentals of product management, and you'll learn how to apply these principles to the development and launch of new products. The course covers a wide range of topics, from the basics of product management to the latest advances in the field.
Consultant
Consultant
Consultants provide advice and guidance to businesses and organizations. They use their expertise to help businesses solve problems, improve efficiency, and achieve their goals. This course will provide you with a strong foundation in the fundamentals of consulting, and you'll learn how to apply these principles to real-world business problems. The course covers a wide range of topics, from the basics of consulting to the latest advances in the field.
Technical Writer
Technical Writer
Technical Writers create documentation for software, hardware, and other technical products. They use their writing skills to explain complex technical concepts in a clear and concise way. This course will provide you with a strong foundation in the fundamentals of technical writing, and you'll learn how to apply these principles to the development of real-world technical documentation. The course covers a wide range of topics, from the basics of technical writing to the latest advances in the field.
Project Manager
Project Manager
Project Managers plan, execute, and close projects. They work with stakeholders to define project goals, develop project plans, and manage project risks. This course will provide you with a strong foundation in the fundamentals of project management, and you'll learn how to apply these principles to real-world projects. The course covers a wide range of topics, from the basics of project management to the latest advances in the field.
User Experience Designer
User Experience Designer
User Experience Designers design and evaluate user interfaces for websites, software, and other digital products. They work with engineers and designers to create user interfaces that are both functional and visually appealing. This course will provide you with a strong foundation in the fundamentals of user experience design, and you'll learn how to apply these principles to the development of real-world user interfaces. The course covers a wide range of topics, from the basics of user experience design to the latest advances in the field.
Sales Manager
Sales Manager
Sales Managers manage sales teams and develop sales strategies. They work with customers to identify their needs and develop solutions that meet those needs. This course will provide you with a strong foundation in the fundamentals of sales management, and you'll learn how to apply these principles to the development and implementation of real-world sales strategies. The course covers a wide range of topics, from the basics of sales management to the latest advances in the field.
Marketing Manager
Marketing Manager
Marketing Managers plan and execute marketing campaigns. They work with a variety of stakeholders to develop and implement marketing strategies that achieve business goals. This course will provide you with a strong foundation in the fundamentals of marketing management, and you'll learn how to apply these principles to the development and implementation of real-world marketing campaigns. The course covers a wide range of topics, from the basics of marketing management to the latest advances in the field.
For more career information including salaries, visit:
OpenCourser.com/course/75xjcx/keonbolrusyeon
Reading list
We've selected eight books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
컨볼루션 신경망.
Save
딥 러닝의 종합적인 참고서로, 배경 지식과 추가 자료를 제공합니다.
얼굴 인식에 대한 전문적인 책으로, 이 과정의 특정 주제에 대한 심층 지식을 제공합니다.
Save
컴퓨터 비전의 포괄적인 개요를 제공하는 책으로, 객체 감지에 대한 추가 지식을 제공합니다(과정의 주요 주제 중 하나).
뉴럴 스타일 전이의 개념과 구현에 대해 설명하는 책으로, 과정에서 다루는 특수 애플리케이션에 대한 추가 자료를 제공합니다.
컴퓨터 비전에 대한 딥 러닝의 응용에 중점을 둔 책으로, 과정의 주요 주제를 지원하는 데 도움이 될 수 있습니다.
통계적 학습의 기본 원리를 설명하는 책으로, 딥 러닝에 대한 이해의 기초를 제공합니다.
머신 러닝의 기본 원리를 다루는 책으로, 이 과정의 개념적 기반을 제공합니다.
머신 러닝 라이브러리의 실용적인 지침을 제공하는 책으로, 과정에서 배운 기술을 보완하는 데 도움이 될 수 있습니다.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/75xjcx/keonbolrusyeon
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주당 5시간 기준일 경우 이 과정 완료에는 일반적으로 5주가 소요됩니다.
Level
Intermediate
Via
Coursera
Institution
DeepLearning.AI
Instructors
Andrew Ng
Kian Katanforoosh
Younes Bensouda Mourri
Language
한국어
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Good to know
Builds a strong foundation for beginners in computer vision and image recognition
Learners develop core skills in CNNs, essential for many roles in data science and AI
Covers the latest advancements in CNNs, such as Residual Networks
Provides hands-on experience in building and applying CNNs through interactive assignments and labs
Offers a comprehensive overview of the field, from the basics to advanced topics
Taught by renowned instructors Andrew Ng, Younes Bensouda Mourri, and Kian Katanforoosh, who bring extensive experience in deep learning and computer vision
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