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    • Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey

    Class and Course
    1. NExT
    2. Artificial Intelligence
    3. Applied Data Preparation and Visualization

    Applied Data Preparation and Visualization

    • Foundation
    • 5 Days
    • classroom1Classroom

    • Gain an updated understanding of AI trends and refresh your Python skills, enabling you to utilize key libraries for AI development.  

    • Acquire expertise in data handling with Pandas and Numpy, and apply machine learning techniques for data preparation. 

    • Develop the ability to clean data, engineer features, and construct machine learning models using sklearn effectively. 

    • Learn comprehensive data annotation tools and methodologies, ensuring high-quality data for AI models. 

    • Design engaging visuals with Plotly and develop interactive web applications using Streamlit. 

    • Understand how to initiate and manage AI projects, orchestrate data, and deploy machine learning models using Dataiku’s visual interface and MLOps practices.  

    Module1: Understanding Your Data ​

    Machine Learning Refresher​

    Why Data is Important ​

    Data Types ​

    Build the Dataset ​

    Feature Engineering


    Module 2: Data Preparation and Management​

    Systematic approach to data preparation​

    Cleaning and Organizing Data​

    Methods for consistent machine learning inputs​

    Advancing skills in data augmentation​

    Integrating diverse data sources


    Module3: Data Annotation​

    Fundamentals of Data Annotation​

    Annotation Tools Exploration​

    Best Practices in Data Annotation​

    Quality Assurance in Annotation


    Module 4: Introduction to Interactive Visualization​

    Introduction to Webapps​

    Engaging Visuals with Plotly​

    Dash Framework Overview​

    Component Deep Dive​

    Elevating Your Dashboards


    Module 5: Build End-to-End Workflow​

    Hands-on Lab with No Code tools​

    Connect Data​

    Enrich Data​

    Transform Data​

    Visualize Data


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