Azure Data Science UpSkilling: 2-Week Workshop
This workshop transforms your team with role-based skills to enable your cross-functional team to collaboratively develop data science solutions that delivers expected business outcomes.
Mobilize data to your advantage by up-skilling your workforce. This workshop teaches role-based skills to enable your cross-functional team to collaboratively develop data science solutions that deliver expected business outcomes. DataCoach provides a unique experience by combining cognitive thinking processes with technical concepts to apply knowledge in jobs immediately. Click on the “Contact Me” button on the left to schedule this workshop that fits your schedule. Volantsys Data Coach, an Azure Data Science UpSkilling program, is a 2-week virtual workshop with 5 hours of virtual instructions daily to provide comprehensive data literacy training to equip your workforce with applied data science and analytics skills. Volantsys will conduct surveys to track the skills participants gain.
Agenda • Day 1 o Overview of data science o Enterprise agility and cross-functional team responsibilities o Walkthrough of an end-to-end data science model example using Azure AI and Machine Learning Labs • Days 2 & 3 o Data exploration and visualization techniques o Data collection o Data quality analysis o Data distribution o Data charts o Data patterns, correlations and relationships • Days 4 & 5 o Data storytelling framework o Data transformation techniques o Preparing data to build right solution o Outlier detection and imputation o Missing value treatment o Balancing and normalization of data o Demo of techniques using Azure Machine Learning Labs • Days 6 & 7 o Business requirements and insights development methodology o Templates to track data lineage, quality, transformation methods o Business need to data science models translation o Business risk and model behavior assessment o Model bias and feedback plan • Days 8 & 9 o Data science models performance assessment o Feature engineering o Data partitioning o Model report to capture business decisions • Day 10 o Azure Machine Learning Labs and code samples for three end-to-end data science solutions