About Tests and Certifications

Test・Certification Outline

JDLA aims to cultivate talents to apply deep learning technology in businesses (generalists) and also (engineers) that are able to develop deep learning technology.

Each and every required knowledge and skills are defined while the tests and examinations are carried out. Trainings are also provided by business operators that are certified by JDLA. These tests and certifications are conducted 2-3 times every year.

ジェネラリスト向け

G検定

エンジニア向け

E資格

G Test Syllabus

What Is Artificial Intelligence (AI)

Definition of artificial intelligence

Trends on Artificial Intelligence

Search and reasoning, knowledge representation, machine learning, deep learning

Problems in The Field of Artificial Intelligence

Toy problem, frame problem, weak AI, strong AI, physicality, symbol grounding problem, feature design, Turing test, singularity

Machine Learning Methods

Typical methods, data handling, applications

Overview of Deep Learning

Neural networks and deep learning, problems with existing neural networks, deep learning approaches, CPU and GPU
deep learning data volume

Deep Learning Methods

Activation function, learning rate optimization, further techniques, CNN, RNN
deep reinforcement learning, deep generation model

Research Fields in Deep Learning

Image recognition, natural language processing, voice processing, robotics (reinforcement learning), multimodal

Applications of Deep Learning

Industrial application, law, ethics, current debate

E Certificate Syllabus

Applied Mathematics

Linear algebra
Probability and statistics
Information theory

Machine Learning

Basics of machine learning
Practical methodology

Deep Learning

Regularization for forward-propagation network deep model
Optimization for deep model
Convolutional network
Recurrent neural network and recursive network
Generation model
Reinforcement learning
Deep learning adaptive method

Development and operation environment

Middleware
Light weight and high speed technology

Examination Dates

G Test

2020#3

2020年11月7日(土)

2020年10月1日申込開始

2021#1

2021年3月20日(土)

2021#2

2021年7月17日(土)

2021#3

2021年11月6日(土)

E Examination

2020#2

2020年8月29日(土)

*新型コロナウィルス感染症の拡大状況等を踏まえ、中止

2021#1

2021年2月19日(金)・20日(土)

2021#2

2021年8月27日(金)・28日(土)

Examination Results

G Test

E Examination

Examination Report