Exam Code: DP-100
Exam Name: Designing and Implementing a Data Science Solution on Azure (DP-100日本語版)
Certification Provider: Microsoft
Corresponding Certification: Microsoft Azure

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Microsoft DP-100 Certification Exam is a comprehensive test designed to assess the candidate's knowledge and expertise in designing and implementing data science solutions on the Azure platform. DP-100J exam is designed for data professionals, data scientists, and developers who want to expand their skill set and validate their knowledge of Azure data services. The DP-100 exam covers a wide range of topics, including data exploration and preparation, modeling, deployment, and monitoring.

Reference: https://www.microsoft.com/en-us/learning/exam-dp-100.aspx

Microsoft DP-100日本語 Exam Overview:

Certification Vendor:	Microsoft
Exam Name:	Designing and Implementing a Data Science Solution on Azure
Exam Number:	DP-100
Real Exam Qty:	40-60
Certificate Validity Period:	1 year
Exam Price:	$165 USD
Exam Duration:	100 minutes
Passing Score:	700/1000
Exam Format:	Multiple Choice, Case Study, Drag and Drop, Lab, Interactive Tasks
Available Languages:	English, Japanese, Chinese (Simplified), Korean, German, French, Spanish, Portuguese
Related Certifications:	Microsoft Certified: Azure Data Scientist Associate
Sample Questions:	Microsoft DP-100日本語 Sample Questions
Exam Way:	Online proctored exam or test center delivery through Pearson VUE.
Pre Condition:	Candidates should have experience with Azure services, Python programming, and machine learning frameworks such as Scikit-Learn, PyTorch, or TensorFlow.
Official Syllabus URL:	https://learn.microsoft.com/en-us/credentials/certifications/exams/dp-100/

The Microsoft DP-100J exam covers a wide range of topics, including data exploration and preparation, modeling, deployment, and management of a data science solution on Azure. It also covers topics such as data ingestion, feature engineering, and machine learning algorithms. DP-100J exam is designed to test the candidate's understanding of these topics and their ability to apply them to real-world scenarios.

Microsoft DP-100 exam covers a range of topics related to data science, including understanding business requirements, data exploration and preparation, modeling, training and evaluation of machine learning models, and deployment and management of models. DP-100J exam also covers topics such as feature engineering, model interpretability, and automation of machine learning workflows. DP-100J exam is designed to test the candidate's ability to design and implement end-to-end machine learning solutions that meet business requirements and are scalable, reliable, and secure.

Microsoft DP-100日本語 Exam Syllabus Topics:

Section	Weight	Objectives
Design and prepare a machine learning solution	20-25%	- Prepare development environments 1. Use SDKs and notebooks 2. Configure environments - Design an Azure Machine Learning workspace 1. Configure workspace resources 2. Configure security and access 3. Manage compute resources
Deploy and retrain models	10-15%	- Monitor deployed models 1. Monitor model performance 2. Track data drift - Implement retraining pipelines 1. Create scheduled retraining workflows 2. Manage ML pipelines
Explore data and train models	35-40%	- Run experiments and train models 1. Track experiments 2. Use automated machine learning 3. Perform hyperparameter tuning - Optimize model performance 1. Improve accuracy and performance 2. Evaluate models - Prepare data for modeling 1. Manage datasets and datastores 2. Ingest and transform data
Prepare a model for deployment	20-25%	- Manage deployment assets 1. Register models 2. Create inference configurations - Deploy machine learning models 1. Deploy real-time inference endpoints 2. Deploy batch inference pipelines

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