With MATLAB® and related data analysis products you perform analyses and gain insight into your data in a fraction of the time required with spreadsheets or traditional programming languages such as C, C++, or Visual Basic.
These products combine a powerful numeric engine and programming environment with interactive tools for statistical analysis, image processing, ** processing, and other domains. You can:
Access data from files, spreadsheets, databases, test equipment, data acquisition hardware, other software, or the Web
Explore your data to identify trends, test hypotheses, and estimate uncertainty
Create customized algorithms, visualizations, and models and publish customized reports
Share your analysis tools as MATLAB code or as standalone desktop or Web applications
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使用 MATLAB 实现机器学习
利用工程、生产和金融数据发现规律并构建预测模型
使用 MATLAB®,工程师和其他领域*部署了成千上万的应用程序,用于预测性维护、传感器分析、金融和通信电子。MATLAB 通过以下功能让机器学习的困难部分变得简单易行
点击式应用,可用于训练和比较模型
高级信号处理和特征提取技术
自动**参数调优和特征选择,可优化模型性能
能使用相同的代码规模处理大数据和集群
为嵌入式和高性能应用程序自动生成 C/C++ 代码
各种常用的分类、回归和聚类算法,用于监督式和无监督学习
对于大多数统计和机器学习计算,比开源工具执行速度更快
利用 MATLAB® tall 数组的强大功能和简易性,访问、探索和处理大数据及无法存入内存的数据(包括存储在 Spark™ 和 Hadoop® 上的数据)。
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MATLAB® and Simulink® products for Model-Based Design and technical computing are the industry-standard tools for designing, implementing, and testing air, space, naval, and land systems. Aerospace and defense companies worldwide rely on these products in major programs, such as the F-35 Joint Strike Fighter and Mars Exploration Rover, as well as for unmanned aerial vehicles and advanced wireless systems, such as software defined radio (SDR).
Model-Based Design with MATLAB and Simulink is a modular development approach that enables engineering teams to move from internal research and development (IRAD) to design and implementation in a single environment. Companies are using this approach to:
Mitigate program risk by sharing system specifications, analysis, and test data
Reduce costly rework through early simulation of design
Promote reuse by interfacing with existing tools, simulations, and legacy software
Leverage new technologies by moving directly from IRAD to production
Research emerging technologies such as cyber-physical systems
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