README.md

Lemonade

Lemonade platform

Overview

• About Lemonade
  • Origin and motivations
  • Lemonade's Features
  • Target users
  • Basic concepts
    • Data sources and storages
    • Operations, ports and parameters
    • Workflows, tasks and flows
    • Jobs, steps, results and clusters
    • Visualizations and dashboards
  • Supported platforms
• What is data science?
  • Data analytics
  • Data mining
  • Machine learning
  • Data science 101
    • Techniques, algorithms and models
    • How to choose between the different available techniques?
    • Is my data set ready for what I want to do?
    • How to formulate the correct question about data?
    • Predict and evaluate an answer
    • Standing over the shoulders of giants (or Ctrl+C, Ctrl+V)
      • Copy workflows
      • Use external Tutorials
      • Repositories of machine learning experiments
  • Resources
    • Kaggle
    • Cortana Intelligence Gallery
• Frequent Asked Questions
• Support
• What is new?

Getting Started

• Installation
  • Installing the lastest version
  • Using a Docker container version
  • Services configuration
  • Apache Spark Integration
  • Upgrading from previous versions
• Basic Usage
  • Step-by-step walthrough
    • Importing data sets
    • Workflow editor
    • Creating your first predictive experiment
    • Train a model and evaluate results
    • Deploy a trained model (not ready yet)
• Tutorials
  • Extraction, transformation and loading
    • Data cleaning
    • Handling missings
    • Data transformation
    • Grouping data
  • Feature engineering
    • Handling text
  • Classification
    • What is the Classification technique?
    • Binary Classification
    • Multiclass Classification
    • Evaluating Classification with metrics
    • Training better models with cross validation
  • Clustering
    • What is the clustering technique?
    • Clustering numerical data
    • Extracting topics from text
  • Data mining
    • Basket analysis
    • Association rules
    • Sequence mining
  • Text processing
  • Dimension reduction

Technical Information

• Lemonade Architecture
  • Micro-services organization
  • Services communication
  • Source code generation
  • Code execution and platforms
• Administration
  • User management
  • Backup
  • Scalability
  • Troubleshooting
• Extending Lemonade
  • Adding new operations
  • Adding a new execution platform
  • Changing the user interface
  • Changing APIs
• Reference
  • Micro-services APIs
  • Supported operations