ensmallen

ensmallen.org

Ensmallen is an open-source C++ library designed for flexible and efficient non-linear numerical optimization. It provides a comprehensive suite of optimizers, including L-BFGS, SGD, and CMAES, suitable for various computational tasks in machine learning and scientific computing. The library supports customization via optional callbacks and requires a modern C++14 compiler alongside linear algebra libraries like Armadillo.

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 ensmallen mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "ensmallen",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]