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Data Analytics Training

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IIHTG Data Analytics Training

What Is Data Analytics

Data analytics is the process of examining, transforming, and modeling data to extract meaningful insights, identify patterns, and support decision-making. It involves the use of various techniques such as statistical analysis, machine learning, and data visualization. Businesses use data analytics to understand trends, optimize operations, and drive strategic planning.

It can be applied across industries, from healthcare and finance to marketing and logistics. By interpreting large volumes of data, organizations can make informed, data-driven decisions that enhance efficiency, improve customer experiences, and gain a competitive edge in the market.

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Our Course Content

  • Overview of Data Analytics
  • Importance and Applications
  • Types of Data: Structured, Unstructured, Semi-Structured

  • Data Sources and Types
  • Data Collection Techniques
  • Data Cleaning: Handling Missing Data, Outliers, and Data Transformation

  • Descriptive Statistics (Mean, Median, Mode, Standard Deviation)
  • Probability Theory
  • Hypothesis Testing
  • Correlation and Regression Analysis

  • Introduction to Data Visualization
  • Tools: Tableau, Power BI, Matplotlib, and Seaborn
  • Creating Effective Dashboards and Reports

  • Introduction to Python/R for Data Analytics
  • Data Manipulation with Pandas (Python) or Data Frames (R)
  • SQL for Querying Databases

  • Identifying Patterns and Trends
  • Data Summarization Techniques
  • Visual EDA with Graphs, Histograms, and Scatterplots

  • Introduction to Machine Learning Algorithms
  • Supervised vs Unsupervised Learning
  • Regression, Classification, and Clustering

  • Introduction to Big Data Technologies (Hadoop, Spark)
  • Data Analytics on Cloud Platforms (AWS, Google Cloud)

  • Predictive Modeling
  • Time Series Analysis
  • Text Analytics

  • Real-World Project: Applying Data Analytics to Solve a Problem
  • Presentation of Findings

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