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Introduction to Advanced Data Science and Data Visualization

Course Outcome and Key Takeaways

  • This course offers 100% practical learning to ensure hands-on experience with real-time Data Science applications.
  • Includes Master Classes with 1:1 mentorship through the Learning Management System (LMS).
  • Upon completion, students receive a certificate from internationally and nationally recognized organizations.
  • Ideal for profile building, preparing for higher studies, and enhancing job prospects.
  • Learn from industry professionals, get career guidance, explore job opportunities, and consider international education options.
  • Exceptional students can apply for higher studies and job opportunities in the Data Science field.
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Course Topics

Explore a wide range of practical topics to enhance your Data Science skills

Topic 1: Fundamentals of Machine Learning

  • Introduction to Data Analytics
  • Creating Arrays
  • Array Indexing and Slicing
  • Array Operations
  • Reshaping
  • Random Module
  • Intro to pandas
  • Data Structuring
  • Data Manipulation
  • Data Cleaning
  • Time Series Analysis Apply and Group by Operations
  • Line, Bar, Scatter plots Pyplot
  • Specialized Plots (Histograms, Heat Maps)
  • Performance Optimization
  • Interactivity and Animations
  • Matrix Plotting
  • Customization
  • Multi Plot Grids

Topic 2: Data Classification, Linear & Binomial Distribution

  • Content Based Classification
  • Context Based Classification
  • User Based Classification
  • Data Frame Works
  • Data (Tagging, Labeling, Formatting)
  • Data Security and Data Life Cycle Management
  • Linear Distribution
  • Binomial Distribution
  • Rayleigh Distribution
  • Zipf, Pareto Distribution
  • Poisson Distribution

Topic 3: Introduction to Data Visualization (Power BI)

  • Creating Power BI Account
  • Data Sources
  • Principles of Data Visualization
  • Data Connectivity to SQL, Excel
  • Data Modelling
  • Various Visualization Methods
  • Types of Visualizations

Topic 4: Creating Interactive Dashboards

  • Building Basic Visualizations
  • Designing Reports
  • Creating an Interactive Dashboard
  • DAX (Data Analysis Expressions)
  • Advanced Analytics
  • Custom Visuals
  • Security and Administration

Topic 5: Interface Data Connection & Data Transformation

  • Customizing Visualizations
  • Data Transformation (DAX Queries)
  • Statistical Analysis
  • Performance Optimization
  • Data Cleaning
  • Design Principles

Topic 6: Data Visualization and Power BI Case Study/Project

  • Perform a data analysis of a Supermarket store sales & profit using various Python libraries
  • Create an Interactive Dashboard to Monitor Automobile Sales across India using various Visualization tools.
  • Main Project: Power BI real-time applications

What You Could Become

Data Scientist

Data Analyst

Data Engineer

Course Completion Certificate

The Automotive Skill Development Council of India (ASDC) awards the Course Completion Certificate upon successfully completing the Data Science Course.

Course Completion Certificate