Course Outline

Introduction to LangChain and Data Analysis

  • Overview of LangChain's capabilities
  • Integrating LangChain into a data analysis workflow
  • Basics of data analysis with Python

Data Collection and Preprocessing with LangChain

  • Automating data collection from APIs and databases using LangChain
  • Data cleaning and preprocessing techniques with Pandas and LangChain
  • Handling missing data and data transformations

Exploratory Data Analysis (EDA) with LangChain

  • Using LangChain for exploratory data analysis
  • Generating insights with descriptive statistics
  • Automating summary reports with LangChain

Data Visualization Techniques with LangChain

  • Introduction to Matplotlib and Seaborn
  • Creating advanced visualizations (charts, plots, histograms, etc.)
  • Enhancing visualizations with LangChain's AI-driven insights

Leveraging LangChain for Predictive Analytics

  • Introduction to predictive modeling and machine learning
  • Integrating predictive models with LangChain for automated insights
  • Generating data-driven predictions using LangChain's capabilities

Interpreting and Communicating Insights with LangChain

  • Generating natural language insights from data visualizations
  • Using LangChain to create automated reports and dashboards
  • Communicating insights to stakeholders effectively

Advanced Data Visualization with LangChain

  • Using interactive data visualization libraries (Plotly, Dash)
  • Integrating LangChain for real-time data visualizations
  • Handling large-scale data visualization projects with LangChain

Summary and Next Steps

Requirements

  • Basic understanding of data analysis techniques
  • Familiarity with Python programming
  • Experience with data visualization libraries such as Matplotlib or Seaborn

Audience

  • Data Analysts
  • Researchers
 14 Hours

Delivery Options

Private Group Training

Our identity is rooted in delivering exactly what our clients need.

  • Pre-course call with your trainer
  • Customisation of the learning experience to achieve your goals -
    • Bespoke outlines
    • Practical hands-on exercises containing data / scenarios recognisable to the learners
  • Training scheduled on a date of your choice
  • Delivered online, onsite/classroom or hybrid by experts sharing real world experience

Private Group Prices RRP from €4560 online delivery, based on a group of 2 delegates, €1440 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.

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Public Training

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