Langcode AI for Data & AI

This extension brings Langcode CXP’s AI assistant to data analysis and machine learning workflows (Python/R/SQL). It accelerates EDA, feature engineering, model prototyping, and reporting.

Features

Notebook ⇄ Script Conversion – Turn exploratory notebooks into clean, modular scripts (and back) with minimal friction.

SQL Generation & Tuning – Generate queries from natural language, add indices/hints, and explain plans in plain English.

ML Scaffolds – Quick-start pipelines for scikit-learn, PyTorch, and LightGBM with sensible defaults and hooks for tracking.

Data Quality Rules – Detect nulls, duplicates, drift, and schema mismatches; propose fixes and unit checks.

Feature Engineering Hints – Automated suggestions for encoders, imputers, time-based features, and leakage guards.

Experiment Summaries – Compare runs, highlight top metrics, and auto-draft “what changed” notes.

Visualization Boilerplate – Generate Matplotlib/Plotly code and export-ready Markdown/MDX report blocks.

Model Explainability – Produce per-feature attributions and concise, reviewer-friendly explanations.

Serving Stubs – Create FastAPI/Azure Functions entry points and CI-ready packaging scripts.