Unleash the potential of data with the fusion of Data Science and Machine Learning, revolutionizing industries and driving innovation by SCAI

Skills You Will Gain

Data Pipelines

Model Pipelines

Deploy Pipelines

Managing Machine Learning Production systems

ML Deployment Challenges

Data augmentation

Data validation

Concept Drift

General Data Protection Regulation (GDPR)

Model Monitoring

Machine Learning Engineering for Production

This course includes

Syllabus Overview

Course 2: Tableau

 Tableau, from basic to advanced functionalities:

  • Introduction to Tableau
    • Objective:  Introduce Tableau and its role in the data visualization and business intelligence landscape.
    • Topics:
      • Overview of Tableau and its components (Tableau Desktop, Tableau Server, Tableau Online)
      • Installation and configuration of Tableau Desktop
      • Navigating the Tableau interface and understanding Tableau workspace and terminology
  • Connecting to Data
    • Objective: Learn how to connect Tableau to various data sources and perform basic data manipulations.
      • Topics:
        • Data source connectivity (Excel, SQL, cloud data stores)
        • Data preparation basics in Tableau
        • Introduction to data blending and data joining
        • Managing data extracts and data refresh
  • Creating Visualizations
    • Objective: Develop skills to create and customize visualizations in Tableau.
    • Topics:
      • Using different chart types (bar, line, pie, scatter, heatmaps, etc.)
      • Basic calculations in Tableau (aggregations, ratios, year-over-year growth)
      • Creating dashboards and stories
      • Best practices in data visualization
  • Deep Dive into Data Analysis
    • Objective: Enhance analytical skills using advanced Tableau features.
    • Topics:
      • Advanced calculations (LOD expressions, table calculations)
      • Time-series analysis
      • Trend lines, reference lines, and statistical techniques
      • Geographic mapping for spatial analysis
  • Dashboards and Stories
    • Objective: Master the art of storytelling with data using Tableau’s dashboard and story capabilities.
    • Topics:
      • Dashboard design principles and layout options
      • Interactive dashboards with actions (filter, highlight, URL)
      • Using parameters to enhance interactivity
      • Developing stories for presentation
  • Advanced Visualization Techniques
    • Objective: Explore complex visualization techniques for deeper insights.
    • Topics:
      • Custom visuals and how to import them
      • Animation in Tableau for dynamic presentations
      • Using dashboard extensions
      • Accessibility considerations in dashboard design
  • Tableau Server and Online
    • Objective: Learn to publish, share, and manage content on Tableau Server and Tableau Online.
    • Topics:
      • Publishing and managing content
      • User and permissions management
      • Scheduling data refreshes and subscriptions
      • Security features and data governance
  • Performance Tuning and Scaling
    • Objective: Optimize the performance of Tableau reports and understand scaling practices.
    • Topics:
      • Performance best practices (extracts, efficient calculations, optimizing views)
      • Debugging and troubleshooting common performance issues
      • Architectural considerations for large-scale deployments
  • Preparation for Certification
    • Objective: Prepare students thoroughly for the Tableau certification exam.
    • Topics:
      • Detailed review of certification paths (Desktop Specialist, Desktop Certified Associate, Server Certified Associate)
      • Exam strategies and tips
      • Mock exams and question analysis
  • Practical Labs and Projects
    • Objective: Apply learned skills through continuous practical exercises and a comprehensive capstone project.
    • Activities:
      • Weekly lab sessions focused on real-world data sets
      • Collaborative projects that simulate workplace scenarios
      • Final capstone project that integrates all course elements
  • Continuing Education and Community Engagement
    • Objective: Provide resources for ongoing learning and community involvement.
    • Resources:
      • Access to a Tableau learning portal for continued skill development
      • Participation in Tableau User Groups (TUGs)
      • Engaging with the Tableau Community Forums

Transform Your Skills: Enroll Now for Master Office Tools

Each course is structured to provide not only theoretical knowledge but also practical skills through hands-on projects and real-world examples. By the end of these courses, you will have a solid understanding of these languages, capable of tackling complex programming challenges and contributing significantly to any software development team.

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