- Level Foundation
- المدة 8 ساعات hours
- الطبع بواسطة Yonsei University
-
Offered by
عن
Your smartphone, smartwatch, and automobile (if it is a newer model) have AI (Artificial Intelligence) inside serving you every day. In the near future, more advanced “self-learning” capable DL (Deep Learning) and ML (Machine Learning) technology will be used in almost every aspect of your business and industry. So now is the right time to learn what DL and ML is and how to use it in advantage of your company. This course has three parts, where the first part focuses on DL and ML technology based future business strategy including details on new state-of-the-art products/services and open source DL software, which are the future enablers. The second part focuses on the core technologies of DL and ML systems, which include NN (Neural Network), CNN (Convolutional NN), and RNN (Recurrent NN) systems. The third part focuses on four TensorFlow Playground projects, where experience on designing DL NNs can be gained using an easy and fun yet very powerful application called the TensorFlow Playground. This course was designed to help you build business strategies and enable you to conduct technical planning on new DL and ML services and products.الوحدات
1.0 Introduction to Deep Learning for Business
1
Videos
- 1.0 Introduction to Deep Learning for Business
1.1 Future Industry Evolution & Artificial Intelligence
1
Videos
- 1.1 Future Industry Evolution & Artificial Intelligence
1.2 IBM Watson
1
Videos
- 1.2 IBM Watson
1.3 Amazon Echo, Echo Dot, Alexa
1
Videos
- 1.3 Amazon Echo, Echo Dot, Alexa
1.4~1.7 LettuceBot, Athelas, AIVA, Apple
1
Videos
- 1.4 LettuceBot / 1.5 Athelas / 1.6 AIVA (Artificial Intelligence Virtual Artist) / 1.7 Apple watchOS 4, HomePod speaker
Quiz
2
Assignment
- Ungraded Quiz
- Graded Quiz
2.1 Business Considerations in the Machine Learning Era
1
Videos
- 2.1 Business Considerations in the Machine Learning Era
2.2 Business Strategy with Machine Learning & Deep Learning
1
Videos
- 2.2 Business Strategy with Machine Learning & Deep Learning
2.3 Why is Deep Learning Popular Now?
1
Videos
- 2.3 Why is Deep Learning Popular Now?
2.4 Characteristics of Businesses with DL & ML
1
Discussions
- What is your company’s business plan considering DL (Deep Learning) technology?
1
Videos
- 2.4 Characteristics of Businesses with DL & ML
Quiz
2
Assignment
- Ungraded Quiz
- Graded Quiz
3.1 Deep Learning Open Source Software / 3.2 Google TensorFlow
1
Videos
- 3.1 Deep Learning Open Source Software / 3.2 Google TensorFlow
3.3 Microsoft CNTK / 3.4 Nvidia DGX-1
1
Videos
- 3.3 Microsoft CNTK (Cognitive Toolkit) / 3.4 NVIDIA DGX-1
3.5 Google AlphaGo
1
Videos
- 3.5 Google AlphaGo
3.6 ILSVRC (ImageNet Large Scale Visual Recognition Challenge)
1
Videos
- 3.6 ILSVRC (ImageNet Large Scale Visual Recognition Challenge)
Quiz
2
Assignment
- Ungraded Quiz
- Graded Quiz
4.1 What is Deep Learning & Machine Learning?
1
Videos
- 4.1 What is Deep Learning & Machine Learning?
4.2 NN (Neural Network)
1
Videos
- 4.2 NN (Neural Network)
4.3 Neural Network Learning (Backpropagation)
1
Videos
- 4.3 Neural Network Learning (Backpropagation)
Quiz
2
Assignment
- Ungraded Quiz
- Graded Quiz
5.1 Deep Learning with CNN (Convolutional Neural Network)
1
Videos
- 5.1 Deep Learning with CNN (Convolutional Neural Network)
5.2 Deep Learning with RNN (Recurrent Neural Network)
1
Discussions
- Have you seen any fun/amazing new DL (Deep Learning) based service or product recently?
1
Videos
- 5.2 Deep Learning with RNN (Recurrent Neural Network)
Quiz
2
Assignment
- Ungraded Quiz
- Graded Quiz
Untitled Lesson
1
Discussions
- TensorFlow Playground DL (Deep Learning) NN (Neural Network) Design Challenge
3
Videos
- 6.1 Introduction to TensorFlow Playground
- 6.2 Project Setup, Project 1, and Project 2
- 6.3 Project 3 and Project 4
Auto Summary
Unlock the future of business with "Deep Learning for Business" on Coursera. This foundational course is perfect for professionals eager to integrate advanced AI technologies into their business strategies. Under the expert guidance of seasoned instructors, you will explore the transformative potential of Deep Learning (DL) and Machine Learning (ML) across industries. Throughout the course, you will delve into cutting-edge DL and ML technologies, including neural networks (NN), convolutional neural networks (CNN), and recurrent neural networks (RNN). The curriculum is divided into three comprehensive parts: strategic business applications of DL and ML, core technological concepts, and hands-on projects using TensorFlow Playground. Spanning 480 minutes, this engaging course is designed to equip you with the knowledge to leverage AI for innovative product and service development. Choose from flexible subscription options—Starter or Professional—to fit your learning needs. Ideal for business leaders, managers, and tech enthusiasts, this course will empower you to harness the power of AI and drive your business forward.

Jong-Moon Chung