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桃树科技(TaoData)致力于让机器学习自动化。桃树科技自主研发的桃树机器人,为用户提供自动化机器学习引擎,让人人都可以成为数据科学家。


用户仅需把数据喂给桃树机器人,桃树机器人可自动完成机器学习全流程。桃树机器人从多个数据源实现数据准备(包括特征合成、数据清洗、特征工程),算法调优(基于算法库自动挑选最优算法与参数建立最优模型),知识发现(将模型转化为知识与决策信息),效果分析(从不同维度分析模型效果),模型部署(高效部署模型及生成系统),模型更新(实时监控模型和数据变化,从反馈中自动学习)。桃树机器人同时支持单机、并行和分布式环境下的预测建模。


在预测建模过程中,桃树机器人不仅可以让机器学习全流程自动化,还可以向用户展示数据中的关键信息。同时,在大量的实际应用中,桃树机器人会不断积累不同行业规则,在新场景的建模中提供先验知识。


桃树机器人所产生的数据模型已经嵌入多家知名银行及金融机构的工作流,在精准营销、全信用生命周期风险管理、反欺诈等核心领域全面超越传统操作,大幅度提高企业运营效率。


桃树科技成立于2016年4月,团队由数据科学家、算法工程师、行业专家组成。桃树科技于2016年5月完成由线性资本领投的天使投资。2016年10月,桃树科技完成由创新工场领投的Pre-A轮投资。2017年2月,桃树科技完成由光信资本领投的A轮融资。



TaoData specializes in cutting-edge automated machine learning technology. The innovative TaoData robots provide our users with automated Machine Learning engine which enables everyone to be Data Scientist. 


The user simply needs to give the data to TaoData robots, and the intelligent robots will automatically complete the whole process of machine learning. From multiple data sources, TaoData robots can implement data preparation (including feature synthesis, data cleaning and feature engineering), algorithm running (based on the algorithm library automatically select the optimal algorithm and parameters to establish the optimal model), knowledge discovery (transforming models into real-life knowledge and decision making information), performance analysis (analyzing model performance from different dimensions), model deployment (efficiently deploying models and generating systems), model updating (real-time monitoring of changes in model and data, automated learning from feedback). TaoData robots support predictive modeling in both standalone, parallel and distributed environments. 


In the process of predictive modeling, TaoData robots not only automate the whole process of machine learning, but also reveal to the user critical information in the data. In addition, through large amount of practical applications, TaoData robots have and will continuously accumulate various industrial specific rules and subsequently offer valuable prior knowledge in new modeling scenarios. 


The advanced data models developed by TaoData robots have been embedded into workflow of a number of well-known banks and financial institutions, showing superior results in comparison with traditional operations in the core areas such as precision marketing, full-circle credit risk management and anti-fraud measures. TaoData machine learning technology enables promising improvement in the operational efficiency of enterprises. 


TaoData was founded in April 2016, the team consist of data scientist, algorithm engineers and industry experts. TaoData closed its angel round led by Linear Venture in May 2016. In October the same year, the Pre-A round led by Sinovation Ventures was closed. In February 2017, TaoData completed it’s a round led by GX Capital. 

 
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