Optuna is an open-source hyperparameter optimization framework designed for machine learning and deep learning applications. It provides an imperative, define-by-run API that allows developers to automate hyperparameter search using state-of-the-art algorithms and efficient pruning strategies. The platform is framework-agnostic, supporting integration with major libraries such as TensorFlow, PyTorch, and Scikit-Learn.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSEO API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch Optuna mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "Optuna",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]