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

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 3200 € + VAT*

Contact us for an exact quote and to hear our latest promotions

Upcoming Courses

Related Categories