MOVの機械学習システムを支えるMLOps実践

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Takashi Suzuki

2020/03に行われたDeNA TechConの登壇資料

Ingénierie

DeNA TechCon 2020
#denatechcon
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Map data ©2019 Google

DeNA TechCon 2020
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AI Platform TrainingBigQuery

DeNA TechCon 2020
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DeNA TechCon 2020
#denatechcon
def task_fail_slack_alert(context):
slack_msg = “Task Failed.”
failed_alert = SlackWebhookOperator(
task_id="xxx",
http_conn_id="slack",
webhook_token=Variable.get("webhook.token"),
message=slack_msg,
username="airflow",
)
return failed_alert.execute(context=context)

DeNA TechCon 2020
#denatechcon
<!subteam^ABCDEF123|@user_group>

DeNA TechCon 2020
#denatechcon
※
@pytest.fixture(scope="session", autouse=True)
def setup_teardown(request, test_config):
# setup
#
suffix = uuid.uuid4()
create_dataset(suffix)
yield
# teardown
#
delete_blobs(suffix)
delete_dataset(suffix)

DeNA TechCon 2020
#denatechcon
@pytest.mark.dependency(depends=[“test_preprocess_a”, “test_preprocess_b”])
def test_trainer(test_config):
trainer = Trainer(
test_config[“xxx”].format(test_config[“hash"]),
test_config[“yyy”].format(test_config[“hash"]),
)
trainer.train()
trainer.upload_model()

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The purpose of on-line aptitude test system is to take online test in an efficient manner and no time wasting for checking the paper. The main objective of on-line aptitude test system is to efficiently evaluate the candidate thoroughly through a fully automated system that not only saves lot of time but also gives fast results. For students they give papers according to their convenience and time and there is no need of using extra thing like paper, pen etc. This can be used in educational institutions as well as in corporate world. Can be used anywhere any time as it is a web based application (user Location doesn’t matter). No restriction that examiner has to be present when the candidate takes the test. Every time when lecturers/professors need to conduct examinations they have to sit down think about the questions and then create a whole new set of questions for each and every exam. In some cases the professor may want to give an open book online exam that is the student can take the exam any time anywhere, but the student might have to answer the questions in a limited time period. The professor may want to change the sequence of questions for every student. The problem that a student has is whenever a date for the exam is declared the student has to take it and there is no way he can take it at some other time. This project will create an interface for the examiner to create and store questions in a repository. It will also create an interface for the student to take examinations at his convenience and the questions and/or exams may be timed. Thereby creating an application which can be used by examiners and examinee’s simultaneously. Examination System is very useful for Teachers/Professors. As in the teaching profession, you are responsible for writing question papers. In the conventional method, you write the question paper on paper, keep question papers separate from answers and all this information you have to keep in a locker to avoid unauthorized access. Using the Examination System you can create a question paper and everything will be written to a single exam file in encrypted format. You can set the General and Administrator password to avoid unauthorized access to your question paper. Every time you start the examination, the program shuffles all the questions and selects them randomly from the database, which reduces the chances of memorizing the questions.

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Hierarchical Digital Twin of a Naval Power System

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A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.

Understanding Inductive Bias in Machine Learning

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