[PYTHON] How to study for the Deep Learning Association G test (for beginners) [2020 version]
In this article, we will explain (an example) how to study for the Deep Learning Association G test for beginners.
(Last updated: February 3, 2020)
Click here for more information on the G test. What is the Deep Learning Association G Test
- The shadow of this article is used with the permission of the publisher (or the image of the common database of the publishing industry is used from the publisher dot com).
[Step 1] Get an overview of AI / machine learning
After reading the following two books, you will acquire knowledge about AI, machine learning, and deep learning at the business person level, not at the living room level.
An introductory book on AI and machine learning for everyone, including business people, IT engineers, and business owners. Recommended for the first book to get a complete sense of "What is AI?", "What is machine learning?", And "What is deep learning?". This book is easy to read even for people without prior knowledge. It is very easy to understand and easy to read. It is an interesting book to read, as it explains the history of AI so far and the prospects for future development. By the way, there is also a manga version, so it is good to enter from here (Understanding with manga! What does artificial intelligence AI bring to humans) ..
Introduction to Artificial Intelligence for Business Persons
Yusuke Negago, Mynavi Publishing
Basic explanations about artificial intelligence, machine learning, and deep learning, the background and history of artificial intelligence, and even the introduction as a project are summarized in an easy-to-understand manner. You can get an outline of the technology called AI. It is easy to read because it summarizes what you need to know in order to utilize artificial intelligence in business, and does not come up with difficult mathematical formulas or programs.
[Step 2] Learn about AI / machine learning cases
After reading the following books, you will be able to know specific use cases of AI, machine learning, and deep learning. By the way, a deep learning case of object detection of our company (ISID) and Sojitz's farmed tuna is also explained.
This is a collection of deep learning utilization cases that explain the business cases of 35 domestic companies that utilize deep learning. In each case, "What was the problem?", "How did you solve the problem by using deep learning?", And "What points did you struggle with?" Are summarized. This book is recommended for those who want to learn deep learning business use cases and those who have decided to actually use deep learning in their business.
[Step 3] Get an overview of the G test
The following books are the official texts of the Deep Learning Association. The basic knowledge of AI, machine learning, and deep learning that appear in the exam is explained. Also, at the end of the chapter, there are examples of questions in the same format as the exam.
This is an introductory level manual that covers a wide range of knowledge necessary for general business people as "human resources (generalists) who have basic knowledge about deep learning and utilize business".
This is a serialization of [Deep Learning "G Test" Countermeasures] in Nikkei XTECH Learning.
This is an article by FUJISOFT, including Mr. Yagi, a member of the Japan Deep Learning Association Industrial Utilization Promotion Committee.
Deep learning "G test" measures [Part 1] The whole picture of the 1st G test and the attitude of studying 2nd AI Basics and History Unit 3 Basics of Machine Learning and Deep Learning Mathematics required for the 4th G test
Deep learning "G test" measures [Part 2] 1st Overview of Deep Learning Technology 2nd Convolutional Neural Network 3rd Reinforcement learning and generative model The 4th Deep Learning Use Cases and Law / Ethics 5th 50's Former Rikejo's "G Test" Examination Report (Extra Edition)
[Step 4] Make up for the lack of knowledge
After Step3 ・ Thorough capture Deep Learning G test generalist problem collection ・ AI White Paper 2019 (* AI White Paper 2020 will be published in March) It is recommended that you read such as and supplement the knowledge that you feel is insufficient.
The "Deep Learning Recommended Book Ranking Selected by G Test Passers", which was created by conducting a questionnaire to G test passers, is also very helpful.
("Deep Learning Recommended Book Ranking Selected by G Test Passers" 2019 Edition) https://www.jdla.org/wp/wp-content/uploads/2019/02/JDLA_books_20190204.pdf
I personally don't like this approach, but as long as it's a qualification exam, you need to get used to the exam format.
It is also recommended that you check the "G test practice test" online, take what looks good, and become accustomed to the test format to some extent.
[Addition] May 19, 2020
For the event to be held in July 2020, we will spend more time at home due to the influence of corona, so we will create an environment where we can support learning more. Various contents are also released for free on the following pages.
Please use it together.
[Let's learn now] Information on learning content that is useful for preparing for the G test](https://www.jdla.org/news/20200515003/)
Summary
In this article, for beginners, we have introduced (an example) how to study for the Deep Learning Association G certification exam. We hope you find it helpful.
[Author] Information Services International-Dentsu (ISID): AI Technology Department Yutaro Ogawa (Book "Learn while making! Deep learning by PyTorch", etc. ["about me"](https://github. com / YutaroOgawa / about_me))
[Disclaimer] This article is the opinion / transmission of the author, not the official opinion of the company to which the author belongs.
that's all.
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