Data Visualization with Plotly & Dash

Harness Python libraries to create interactive visualisations for insights, analysis, comparison and more

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Program Overview

In the era of data-driven decision-making, powerful data visualization and interactive dashboards play a pivotal role in extracting actionable insights from complex datasets. Uptut's "Data Visualization and Analysis with Python Libraries - Plotly & Dash" training offers a comprehensive learning experience to equip your team with cutting-edge data visualisation and dashboard development skills using Plotly and Dash libraries.

Plotly and Dash are versatile Python libraries that excel in interactive data visualization and web-based dashboards. When combined, these libraries offer a comprehensive toolkit for creating engaging, interactive, and customizable dashboards empowering data professionals to gain deeper insights and share them effectively.

By mastering Plotly and Dash, participants will be able to create sophisticated and interactive visualizations, build insightful dashboards, and effectively communicate complex data insights to stakeholders. This training equips data professionals with the skills to harness the full potential of Plotly and Dash libraries for data visualization and analysis in various domains and industries.

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Training Objectives

  • Gain proficiency in creating a wide range of interactive and static visualizations using Plotly.
  • Learn how to use Dash to construct dynamic and interactive data-driven dashboards.
  • Understand how to utilize Dash to visualize real-time or streaming data.
  • Develop skills to customize the appearance and layout of visualizations and dashboards.
  • Learn essential data preprocessing techniques using Pandas to prepare data for effective visualization and analysis with Plotly and Dash.
  • Explore advanced Plotly functionalities, including subplots, annotations, and geospatial visualizations.
  • Master Dash callbacks to establish interactivity and dynamic updating between UI components and data.
  • Understand different deployment methods to host Dash apps on servers or cloud platforms.

Key training modules

  • Introduction to Python for Data Analysis
  • An overview of Python programming and its significance in data analysis.
  • Data Manipulation with Pandas
  • Learn how to efficiently manipulate and preprocess data using Pandas.
  • Numerical Computing with NumPy
  • Understand the fundamentals of numerical computing using NumPy arrays.
  • Introduction to Plotly
  • Explore Plotly as a powerful data visualization library for creating interactive charts.
  • Basic Plotly Visualizations
  • Learn how to create basic visualizations such as line plots, bar charts, and scatter plots using Plotly.
  • Advanced Plotly Visualizations
  • Dive deeper into Plotly capabilities, including 3D plots, subplots, and geospatial visualizations.
  • Dash Basics
  • Introduce Dash as a web-based framework for building interactive data-driven dashboards with Python.
  • Creating Interactive Dashboards with Dash Components
  • Explore Dash components, including graphs, tables, dropdowns, sliders, and more, to build dynamic dashboards.
  • Dash Callbacks and Interactivity
  • Harness the power of Dash callbacks to create interactive connections between UI elements and data.
  • Real-Time Data Visualization with Dash
  • Implement dynamic updates and real-time data visualization in Dash applications.
  • Customizing Dashboards with CSS
  • Customize the appearance and layout of dashboards using CSS styling.
  • Data Wrangling and Preprocessing for Visualization
  • Prepare data for effective visualization and analysis using Pandas.
  • Best Practices for Data Visualization
  • Learn data visualization best practices and principles for effective data communication.
  • Geospatial Data Visualization
  • Plot and visualize geospatial data on maps using Python libraries.
  • Dash Deployment Options
  • Explore deployment methods to host Dash apps on servers or cloud platforms.
  • Dynamic Updating and Live Data
  • Implement dynamic updates in Dash dashboards for real-time insights.
  • Interactive Data Visualization with Widgets
  • Utilize interactive widgets for enhanced exploration of data.
  • Real-World Case Studies and Projects
  • Apply learned concepts to real-world scenarios through hands-on projects.

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100% Live
on-site/online training
Hands-on
Labs and capstone projects
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How Does Personalised Training Work?

Skill-Gap Assessment

Analysing skill gap and assessing business requirements to craft a unique program

1

Personalisation

Customising curriculum and projects to prepare your team for challenges within your industry

2

Implementation

Supplementing training with consulting support to ensure implementation in real projects

3

Why Data Visualization and Analysis with Python Libraries- Plotly & Dash for Your Business?

  • Interactive and Engaging Visualizations: Plotly and Dash enable the creation of interactive and engaging visualizations. Interactive visualizations captivate stakeholders, encouraging them to explore and interact with the data, leading to a deeper understanding of insights.
  • Real-Time Data Insights: Dash's capability to handle live data and dynamic updates empowers your team to visualize real-time data and swiftly respond to changing trends and patterns.
  • Data-Driven Decision Making: The combination of Plotly and Dash empowers your team to present data insights visually compellingly, enabling data-driven decision-making across the organization.

Who will Benefit from this Training?

  • Data Analysts
  • Data Scientists
  • Business Analysts
  • Data Engineers
  • IT Professionals
  • Any Professional Dealing with Data

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Frequently Asked Questions

1. What are the pre-requisites for this training?
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The training does not require you to have prior skills or experience. The curriculum covers basics and progresses towards advanced topics.

2. Will my team get any practical experience with this training?
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With our focus on experiential learning, we have made the training as hands-on as possible with assignments, quizzes and capstone projects, and a lab where trainees will learn by doing tasks live.

3. What is your mode of delivery - online or on-site?
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We conduct both online and on-site training sessions. You can choose any according to the convenience of your team.

4. Will trainees get certified?
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Yes, all trainees will get certificates issued by Uptut under the guidance of industry experts.

5. What do we do if we need further support after the training?
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We have an incredible team of mentors that are available for consultations in case your team needs further assistance. Our experienced team of mentors is ready to guide your team and resolve their queries to utilize the training in the best possible way. Just book a consultation to get support.

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