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123415503 SKU 123415503

DP-100 Designing and Implementing a Data Science Solution on Azure OEM CertKit

123415503 SKU 123415503

DP-100 Designing and Implementing a Data Science Solution on Azure OEM CertKit

299,00 361,79 Incl. btw

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DP-100 Designing and Implementing a Data Science Solution on Azure E-Learning Training OEM CertKit

Leer hoe u machine learning-oplossingen op cloudschaal kunt gebruiken met Azure Machine Learning. Deze CertKit leert u om uw bestaande kennis van Python en machine learning te gebruiken om gegevensopname en voorbereiding, modeltraining en -implementatie en monitoring van machine learning-oplossingen in Microsoft Azure te beheren.

Vereisten:

Succesvolle Azure Data Scientists beginnen deze rol met een fundamentele kennis van cloud computing-concepten en ervaring in algemene datawetenschap en machine learning tools en technieken. specifiek:

Cloudresources maken in Microsoft Azure.
Python gebruiken om gegevens te verkennen en te visualiseren.
Machine learning-modellen trainen en valideren met behulp van algemene frameworks zoals Scikit-Learn, PyTorch en TensorFlow.
Werken met containers.

Cursusinhoud

DP-100 - Azure Data Scientist Associate: Machine Learning

Course: 1 Hour, 8 Minutes
Course Overview
Machine Learning
Data Manipulation and Datasets
Labeled and Unlabeled Data
Data Features
Machine Learning Regression Algorithms
Machine Learning Classification Algorithms
Machine Learning Clustering Algorithms
Supervised Machine Learning
Unsupervised Machine Learning
Course Summary

DP-100 - Azure Data Scientist Associate: Machine Learning Services

Course: 45 Minutes
Course Overview
Azure Machine Learning Services
Azure Machine Learning Studio
Creating an Azure ML Studio Account
Inspecting Azure ML Studio Components
Ingesting Data from Azure Blob Storage
Creating and Using Compute
Course Summarys

DP-100 - Azure Data Scientist Associate: Machine Learning Regression Models

Course: 1 Hour, 13 Minutes
Course Overview
Machine Learning Regression Models
Regression Model Training Concepts
Regression Model Selection
Training a Regression Model
Executing the Regression Model Pipeline
Evaluating a Regression Model
Creating an Inference Pipeline
Deploying Regression Model Predictive Services
Course Summary

DP-100 - Azure Data Scientist Associate: Machine Learning Classification Models

Course: 1 Hour, 10 Minutes
Course Overview
Machine Learning Classification Models
Classification Model Training Concepts
Classification Model Selection
Training Classification Models
Executing the Classification Model Pipeline
Evaluating the Classification Model
Creating an Inference Pipeline
Deploying Classification Model Predictive Services
Course Summary

DP-100 - Azure Data Scientist Associate: Machine Learning Clustering Models

Course: 58 Minutes
Course Overview
Machine Learning Clustering Models
Clustering Model Training Concepts
Clustering Model Training
Creating a K-means Clustering Model
Evaluating a Clustering Model
Creating a Clustering Model Inference Pipeline
Deploying Clustering Model Predictive Services
Course Summary

DP-100 - Azure Data Scientist Associate: Project Jupyter & Notebooks

Course: 1 Hour, 34 Minutes
Course Overview
Project Jupyter
Jupyter Notebooks
Installing Jupyter Notebook
Using a Jupyter Notebook for Data Analysis
Using a Jupyter Notebook for Regression Models
Using a Jupyter Notebook for Classification Models
Using a Jupyter Notebook for Clustering Models
Using a Jupyter Notebook with PyTorch
Using a Jupyter Notebook with TensorFlow
Course Summary

DP-100 - Azure Data Scientist Associate: Azure Machine Learning Workspaces

Course: 1 Hour
Course Overview
Azure Machine Learning Workspaces
Creating an Azure Machine Learning Workspace
Installing Azure Machine Learning Tools
Creating Scripts for Machine Learning Experiments
Using Azure Machine Learning Metrics
Creating Scripts for Azure Machine Learning Training
Running a Notebook to Train Predictive Models
Course Summary

DP-100 - Azure Data Scientist Associate: Azure Data Platform Services

Course: 1 Hour, 17 Minutes
Course Overview
Azure Data Structure Types
Azure SQL Database
Azure Cosmos DB
Azure Data Storage
Azure Data Lake Storage Gen
Azure Synapse Analytics
Azure Stream Analytics
Azure Databricks
Azure Data Factory
Azure HDInsight
Course Summary

DP-100 - Azure Data Scientist Associate: Azure Storage Accounts

Course: 1 Hour, 7 Minutes
Course Overview
Azure Storage Accounts
Azure Storage Containers
Azure File Shares
Azure Table Storage
Azure Queue Storage
Azure Storage Account Tools
Creating an Azure Storage Account
Creating Azure Containers and File Shares
Creating Azure Tables and Queue Storage
Course Summary

DP-100 - Azure Data Scientist Associate: Storage Strategy

Course: 1 Hour, 3 Minutes
Course Overview
Azure Storage Strategy
Azure Data Structure Types
Azure Storage Security
Uploading and Downloading Blobs
Azure Storage Services
Creating a VM and Storage Account
Uploading Data to an Azure Storage Account
Downloading from an Azure Storage Account
Configuring Metrics Storage Account Monitoring
Course Summary

DP-100 - Azure Data Scientist Associate: Azure Data Factory

Course: 1 Hour, 3 Minutes
Course Overview
Azure Data Factory
Azure Data Factory Integration Runtime
Azure Data Factory Linked Services and Datasets
Azure Data Factory Pipelines and Activities
Azure Data Factory Triggers
Creating an Azure Data Factory
Creating Data Factory Linked Services and Datasets
Creating Data Factory Pipelines
Creating Data Factory Triggers
Course Summary

DP-100 - Azure Data Scientist Associate: Non-relational Data Stores

Course: 1 Hour, 16 Minutes
Course Overview
Azure Non-relational Data
Azure Cosmos DB
Creating an Azure Cosmos DB
Azure Blob Storage
Creating an Azure Blob Storage Container
Azure Data Lake Storage Gen
Creating an Azure Data Lake Storage Gen2 Solution
Azure Data Masking
Azure Data Management
Course Summary

DP-100 - Azure Data Scientist Associate: Machine Learning Data Stores & Compute

Course: 1 Hour, 2 Minutes
Course Overview
Azure Data Stores
Creating and Registering Data Stores
Working with Datasets
Running a Jupyter Notebook to Work with Data
Machine Learning Studio Compute Targets
Creating Python Environments in Azure ML Studio
Working with a Compute Instance in Azure
Creating an Azure Machine Learning Compute Cluster
Running a Jupyter Notebook with Compute
Course Summary

DP-100 - Azure Data Scientist Associate: Machine Learning Orchestration & Deployment

Course: 1 Hour, 13 Minutes
Course Overview
Machine Learning Pipelines
Moving Data Using Machine Learning Pipelines
Creating Machine Learning Pipelines
Publishing Machine Learning Pipelines
Triggering Machine Learning Pipelines
Troubleshooting Machine Learning Pipelines
Deploying Real-time Services
Consuming Real-time Services
Troubleshooting Service Deployments
Course Summary

DP-100 - Azure Data Scientist Associate: Model Features & Differential Privacy

Course: 1 Hour, 6 Minutes
Course Overview
Machine Learning Global and Local Features
Machine Learning Model Explainers
Creating Machine Learning Explainers
Interpreting Machine Learning Models with Python
Visualizing Machine Learning Explanations
Machine Learning Model Bias
Azure Machine Learning and Fairlearn
Detecting and Mitigating Model Fairness
Course Summary

DP-100 - Azure Data Scientist Associate: Machine Learning Model Monitoring

Course: 52 Minutes
Course Overview
Application Insights
Monitoring Models
Creating Data Drift Monitors
Visualizing Data Drifts Using ML Studio
Differential Privacy
Working with Differential Privacy Using Python
Course Summary

DP-100 - Azure Data Scientist Associate: Azure Data Storage Monitoring

Course: 1 Hour, 6 Minutes
Course Overview
Azure Data Storage Monitoring
Monitoring Azure Blob Storage
Monitoring Data Lake Storage Gen
Monitoring Azure Synapse Analytics
Monitoring Cosmos DB
Configuring Azure Monitoring Alerts
Azure Log Analytics
Using the Azure Monitor
Course Summary

DP-100 - Azure Data Scientist Associate: Data Process Monitoring

Course: 1 Hour, 10 Minutes
Course Overview
Azure Monitor
Creating Azure Monitor Metrics
Analyzing Azure Resource Logs
Querying Azure Monitor Logs
Creating Log Analytics Dashboards
Creating Azure Monitor Alerts
Monitoring Data Factory Pipelines
Monitoring Azure Log Analytics
Course Summary

DP-100 - Azure Data Scientist Associate: Data Solution Optimization

Course: 1 Hour, 4 Minutes
Course Overview
Azure Data Solution Optimization
Data Partitioning Strategies
Azure Blob Lifecycle Management
Azure Data Lake Storage Gen2 Optimization
Azure Stream Analytics Optimization
Azure Synapse Analytics Optimization
Azure Cosmos DB Optimization
Azure Blob Storage Optimization
Azure Databricks Optimization
Course Summary

DP-100 - Azure Data Scientist Associate: High Availability & Disaster Recovery

Course: 1 Hour, 33 Minutes
Course Overview
High Availability and Disaster Recovery
SQL Server Business Continuity
Azure SQL Server Backup and Restore
Azure Availability Groups
Creating Azure Availability Groups
Configuring Virtual Machines for Disaster Recovery
Azure SQL Server Disaster Recovery
Azure SQL Database Elastic Pools
Configuring Elastic Pools for Azure SQL Databases
Azure Database for PostgreSQL - Hyperscale
Creating Azure Database for PostgreSQL - Hyperscale
Exploring PostgreSQL with Hyperscale
Course Summary

Levertijd Binnen 1 werkdag
Online toegang 365 dagen
Lesduur 22:40 uur
Studiebelasting Variabel i.v.m. praktijkopdrachten.
Leermethoden Instructie video, Demonstratie video, Knowledge Base
Besturingssystemen Microsoft Windows, Google Chrome OS, Apple MacOS
Inbegrepen dienstverlening Contact met docent per mail en chat, Voortgangsrapportage, 24/7 online toegang
Ondersteunde browsers Internet Explorer, Edge, Firefox, Safari en Chrome
MOS Examen Mogelijk voor bijbehorend examennummer
Toegang tot docent Per mail en chat
Extra Opties Virtual Labs (indien beschikbaar)

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