MLDX: End-to-End AI Platform

Overview

MLDX is an end-to-end AI platform designed to simplify the process of building Retrieval-Augmented Generation (RAG) Large Language Model (LLM) applications. The platform provides a user-friendly interface for data ingestion, model configuration, and deployment.

Key Features

  1. Playground Interface: A central workspace for interacting with the AI model and testing configurations.

  2. Configuration Options:

    • Model selection (e.g., Llama2-8B)
    • Temperature control
    • Max tokens setting
    • Top-P and Top-K parameters

  3. Knowledge Enhancement: Ability to upload documents to improve response accuracy and expand the model’s knowledge base.

  4. Workflow Stages: The platform is organized into distinct phases:

    • Configure
    • Knowledge
    • Evaluate
    • Deploy

  5. System Instructions: Customizable prompts to guide the AI’s behavior and responses.

User Interface

  • Clean, minimalist design with a light color scheme
  • Left-to-right workflow progression
  • Central chat interface for direct interaction with the AI
  • Right sidebar for model configuration and parameter adjustments

Getting Started

  1. Navigate to the “Configure” section to select your base model and adjust parameters.
  2. Use the “Knowledge” tab to upload relevant documents and enhance the AI’s knowledge.
  3. Test and refine your setup in the “Playground” area.
  4. Proceed to “Evaluate” and “Deploy” when satisfied with the performance.

This platform streamlines the process of creating sophisticated RAG LLM applications, making AI development more accessible to a wider range of users.