DP-100: Design & Implement Data Science Solution on Azure
5 months ago
ID: #970356
Listed In : Education
Business Description
Embark on a journey to become a proficient data scientist with our comprehensive training program focused on designing and implementing data science solutions on Microsoft Azure. This course is tailored for individuals looking to harness the power of Azure's robust suite of tools and services for data science and machine learning.Module 1: Introduction to Azure Data Science Solutions
Understand the role of data science in modern businesses
Explore the capabilities of Azure for data science and machine learning
Learn about the components and architecture of Azure data science solutions
Module 2: Data Preparation and Exploration
Dive into data preprocessing techniques using Azure tools like Azure Databricks and Azure Synapse Analytics
Explore data visualization and exploration with Azure Machine Learning Studio
Master the art of feature engineering and data transformation for machine learning models
Module 3: Building Machine Learning Models
Learn about different types of machine learning algorithms and when to use them
Utilize Azure Machine Learning service to train and deploy machine learning models
Explore automated machine learning (AutoML) for rapid model development and deployment
Module 4: Model Evaluation and Optimization
Understand the importance of model evaluation metrics and techniques
Learn how to evaluate the performance of machine learning models using Azure tools
Explore hyperparameter tuning and model optimization strategies for improving model performance
Module 5: Deployment and Monitoring
Deploy machine learning models as scalable web services using Azure Kubernetes Service (AKS)
Implement model monitoring and logging to track model performance and usage
Learn about model retraining and versioning for maintaining model accuracy over time
Module 6: Advanced Topics in Azure Data Science
Dive deeper into advanced machine learning techniques such as deep learning and reinforcement learning
Explore AI ethics and responsible AI practices in data science projects
Learn about cutting-edge Azure services for advanced analytics, such as Azure Cognitive Services and Azure Databricks Delta Lake
Module 7: Real-World Projects and Case Studies
Apply your skills to real-world data science projects and case studies
Collaborate with peers to solve complex business problems using Azure data science solutions
Showcase your projects and achievements to potential employers or clients
By the end of this training program, you'll have the skills and expertise to design, implement, and deploy data science solutions on Azure, empowering you to drive business value through data-driven insights and decision-making. Whether you're a data enthusiast looking to enter the field of data science or a seasoned professional aiming to upskill, this course will equip you with the tools and knowledge needed to succeed in today's data-driven world.