tobegit3hub/advisor

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

1563 stars · 251 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Advisor is an open-source implementation of Google Vizier, a hyperparameter tuning system for black-box optimization. It provides a server with web UI, Python SDK, and CLI, supporting algorithms like Bayesian optimization, TPE, grid/random search, and early stopping.

Use cases

• tune hyperparameters of machine learning models
• run Bayesian optimization for black-box functions
• self-host a Google Vizier-like tuning service
• compare hyperparameter search algorithms like TPE and CMAES
• early-stop underperforming training trials
• manage hyperparameter tuning studies via CLI or Python SDK

When to choose

• you want an open-source Google Vizier equivalent with API, SDK, web UI, and CLI
• you need multiple search algorithms (Bayesian, TPE, grid, random, CMAES) in one service
• you want to deploy a tuning service on Docker or Kubernetes
• you need early-stopping algorithms for expensive training jobs

When to avoid

• you need actively maintained software with recent releases
• you want a modern AutoML platform like Optuna, Ray Tune, or Microsoft NNI with larger communities
• you only need simple grid or random search without a server
• you require SMAC or other unsupported algorithms

Facets

service · maturity maintenance

machine-learning sdk cli api-framework machine-learning artificial-intelligence developer-tools python cli hyperparameter-tuning automl blackbox-optimization google-vizier bayesian-optimization docker kubernetes web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="tobegit3hub/advisor")