Hands-On Data Science with Anaconda

Develop deploy and streamline your data science projects with the most popular end-to-end platform AnacondaKey FeaturesUse Anaconda to find solutions for clustering classification and linear regressionAnalyze your data efficiently with the most powerful data science stackUse the Anaconda cloud to store share and discover projects and librariesBook DescriptionAnaconda is an open source platform that brings together the best tools for data science professionals with more than 100 popular packages supporting Python Scala and R languages. Hands-On Data Science with Anaconda gets you started with Anaconda and demonstrates how you can use it to perform data science operations in the real world.The book begins with setting up the environment for Anaconda platform in order to make it accessible for tools and frameworks such as Jupyter pandas matplotlib Python R Julia and more. Youll walk through package manager Conda through which you can automatically manage all packages including cross-language dependencies and work across Linux macOS and Windows. Youll explore all the essentials of data science and linear algebra to perform data science tasks using packages such as SciPy contrastive scikit-learn Rattle and Rmixmod.Once youre accustomed to all this youll start with operations in data science such as cleaning sorting and data classification. Youll move on to learning how to perform tasks such as clustering regression prediction and building machine learning models and optimizing them. In addition to this youll learn how to visualize data using the packages available for Julia Python and R.What you will learnPerform cleaning sorting classification clustering regression and dataset modeling using AnacondaUse the package manager conda and discover install and use functionally efficient and scalable packagesGet comfortable with heterogeneous data exploration using multiple languages within a projectPerform distributed computing and use Anaconda Accelerate to optimize computational powersDiscover and share packages notebooks and environments and use shared project drives on Anaconda CloudTackle advanced data prediction problemsWho This Book Is ForHands-On Data Science with Anaconda is for you if you are a developer who is looking for the best tools in the market to perform data science. Its also ideal for data analysts and data science professionals who want to improve the efficiency of their data science applications by using the best libraries in multiple languages. Basic programming knowledge with R or Python and introductory knowledge of linear algebra is expected.Table of ContentsEcosystem of AnacondaAnaconda InstallationData basics Data visualization Statistics modeling in AnacondaManaging packagesOptimization in AnacondaUnsupervised Learning in AnacondaSupervised Learning in AnacondaPredictive Data Analytics: Modelling and ValidationAnaconda CloudDistributed computing parallel computing and HPCC