Top 8 Data Science Tools | Open Source Tools for Data Scientists | Edureka
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The document provides an overview of data science, emphasizing its role in extracting knowledge and insights from data using scientific methods for various applications. It details various data science tools for data manipulation, exploration, storage, visualization, and model building, highlighting their user-friendly features and integration capabilities with systems like Hadoop. These tools are designed to enable efficient data analysis and machine learning without extensive programming knowledge.
Top 8 Data Science Tools | Open Source Tools for Data Scientists | Edureka
- 2. INTRODUCTION TO DATA SCIENCE DATA SCIENCE TOOLS DATA SCIENCE TOOLS FOR DATA MANIPULATION DATA SCIENCE TOOLS FOR EDA www.edureka.co DATA SCIENCE TOOLS FOR DATA STORAGE DATA SCIENCE TOOLS FOR DATA VISUALIZATION
- 3. INTRODUCTION TO DATA SCIENCE www.edureka.co
- 4. Introduction To Data Science www.edureka.co Data Science is the process of extracting knowledge and insights from data by using scientific methods. Data Science involves collecting, analysing and modelling data to solve real-world problems. It is used for fraud detection, disease detection, recommendation engines and so on.
- 6. Data Science Tools come with pre-defined functions, algorithms, and a very user-friendly GUI. Hence, they can be used to build convoluted Machine Learning models without the use of a programming language. DATA SCIENCE TOOLS Data Science Data Collection Exploratory Data Analysis Data Modelling Data Visualization www.edureka.co
- 7. DATA SCIENCE TOOLS FOR DATA STORAGE www.edureka.co
- 8. Scale and manage massive amounts of data Hadoop Distributed File System (HDFS) for data storage Integrate with , Hadoop MapReduce, Hadoop YARN www.edureka.co
- 9. Data processing via Apache Hadoop and Spark clusters The default storage system is Windows Azure Blob Provides Microsoft R Server www.edureka.co
- 10. DATA SCIENCE TOOLS FOR EDA www.edureka.co
- 11. Data Integration tool based on Extract Transform Load architecture Extract Transform Load tool to manage data Support for distributed processing, grid computing, adaptive load balancing. www.edureka.co
- 12. Data processing, building Machine Learning models, etc Support for integrating Hadoop framework Generate predictive models through automated modelling www.edureka.co
- 13. DATA SCIENCE TOOLS FOR DATA MODELLING www.edureka.co
- 14. Easy to apply Machine Learning Supports GLM, Boosting ML models & Deep Learning Support to integrate with Apache Hadoop www.edureka.co
- 15. Supports parallel programming to perform data analysis, data modelling, etc Tests and trains Machine Learning models at lightning fast speed Makes model evaluation much easier. www.edureka.co
- 16. DATA SCIENCE TOOLS FOR VISUALIZATION www.edureka.co
- 17. Can visualize massive data sets to find correlations and patterns Create customized reports and dashboards Support to integrate with Apache Hadoop www.edureka.co
- 18. Clear & concise visualizations Supports in-memory data processing Automatically generates data associations www.edureka.co
- 19. www.edureka.co