Tour Anaconda Enterprise Without Leaving Your Desk

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Information about Tour Anaconda Enterprise Without Leaving Your Desk

Published on December 16, 2016

Author: continuumio

Source: slideshare.net

1. © 2016 Continuum Analytics - Confidential & Proprietary© 2016 Continuum Analytics - Confidential & Proprietary Tour Anaconda Enterprise Without Leaving Your Desk Accelerate. Connect. Empower. Ian Stokes-Rees Computational Scientist December 15, 2016

2. © 2016 Continuum Analytics - Confidential & Proprietary 2 Join us for the inaugural AnacondaCON Discover What #OpenDataScienceMeans http://anacondacon17.io Speakers from industry, government, academia Demos, BoFs, Panels, Exhibits, Partner Showcase

3. © 2016 Continuum Analytics - Confidential & Proprietary 3 • Ph.D. at the University of Oxford, working on the CERN LHCb particle physics experiment • Harvard University, working on computational techniques for protein structure determination • Joined Continuum Analytics in 2013 • Greatest interest: enabling communication, collaboration and discovery using high performance computing infrastructure Ian Stokes-Rees @ijstokes Computational Scientist, Continuum Analytics

4. © 2016 Continuum Analytics - Confidential & Proprietary 44 • Intro to Anaconda Enterprise Notebooks for effortless collaboration • Publish analytics using Anaconda Enterprise • Discover deep insights with interactive visualizations • Communicate work to all levels through interactive visualizations • Deploy data science with Anaconda and engage your team with intuitive and relevant data science narratives • Q&A Agenda

5. 5 Anaconda Distribution

6. © 2016 Continuum Analytics - Confidential & Proprietary 6 ANACONDA Accelerates Adoption of Open Data Science for Enterprises • Easy to install • Agile data exploration • Powerful data analysis • Simple to collaborate • Accessible to everyone PYTHON & R OPEN SOURCE ANALYTICS NumPy SciPy Pandas Scikit-learn Jupyter/IPython Numba Matplotlib Spyder Numexpr Cython Theano Scikit-image NLTK NetworkX IRKernel dplyr shiny ggplot2 tidyr caret PySpark & 720+ packages

7. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary Full Featured Analytics Platform

8. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary Hundreds of Analytics Tools - Integrated

9. © 2016 Continuum Analytics - Confidential & Proprietary 9 Anaconda Distribution Promise • Individuals • Government • Commercial • Students • Educational • Research • Application embedding • Commercial • No time limits • No trials • No license files • No expiry Free for everyone Free for any use Free forever

10. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary Anaconda Solves Many Analytics Problems • Deployment: Windows, Mac, Linux • Reproducibility • Extensibility and Flexibility • Over 100,000 Conda packages available today • Multi-language: Python, R, Scala, Julia and more • Widely used: • Hundreds of companies • Millions of users • Millions of annual downloads • Analytics sandboxes without VMs or containers

11. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary Anaconda Distribution Who is it for? • Single user • Single system • Unrestricted access to public Internet • Access to Anaconda Cloud When do you need Anaconda Enterprise? • Multiple users • Collaboration • Compute clusters • Hadoop • On-premesis package mirror • Private package repository

12. 12 Anaconda Enterprise

13. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary Anaconda Platform

14. © 2016 Continuum Analytics - Confidential & Proprietary 14 Data Lab: shared analytics cluster Package Control Internal Anaconda Repository Authentication Anaconda Enterprise Notebook Server Computation Web Interface Active Directory/ LDAP Optional Anaconda Enterprise Architecture Data Scientist (Mac) Business Analyst (Win) DevOps Engineer (Linux) Publish Fetch Production analytics cluster

15. © 2016 Continuum Analytics - Confidential & Proprietary 15

16. © 2016 Continuum Analytics - Confidential & Proprietary 16 Data lineage Interactive Visualizations Advanced notebook extensions Anaconda Enhanced Jupyter Notebooks

17. 17 Excel + Python + Jupyter

18. © 2016 Continuum Analytics - Confidential & Proprietary 18 Anaconda Fusion Excel Integration BRING interactive visualizations, machine learning and ETL to Excel BRIDGE Excel Data to Python & R through notebooks ACCESS all the power of Python and Big Data, natively embedded inside Excel Anaconda Fusion brings Open Data Science to Microsoft Excel

19. 19 Parallel Data Processing

20. © 2016 Continuum Analytics - Confidential & Proprietary 20 • Parallel and Distributed Pandas and Numpy • Low latency workflow manager • Graphical tools • Simple APIs • Extensible and generalizable to other data structures Dask: Parallel Data Processing

21. © 2016 Continuum Analytics - Confidential & Proprietary 21 Dask: Parallel Data Processing Synthetic views of Numpy ndarrays Synthetic views of Pandas DataFrames with HDFS support DAG construction and workflow manager

22. 22 Interactive Data Vizualization Apps

23. © 2016 Continuum Analytics - Confidential & Proprietary 23 Interactive Data Visualization • Interactive viz, widgets, and tools • Versatile high level graphics • Streaming, dynamic, large data • Optimized for the browser • No Javascript • With or without a server

24. © 2016 Continuum Analytics - Confidential & Proprietary 24 Rapid Prototyping Visual Apps • Python interface • R interface • Smart plotting

25. 25 Geoviews and Datashader

26. © 2016 Continuum Analytics - Confidential & Proprietary 26 Datashader: Rendering a Billion Points of Data •datashader provides a fast, configurable visualization pipeline for faithfully revealing even very large datasets • Each of these visualizations requires just a few lines of code and no magic numbers to adjust by trial and error.

27. © 2016 Continuum Analytics - Confidential & Proprietary 27 Datashader

28. 28 Anaconda Accelerate

29. © 2016 Continuum Analytics - Confidential & Proprietary 29 GPU Acceleration in Python Linear algebra, FFTs, sorting, random number generation Fast algorithms for nVidia GPUs Data profiling in Jupyter Notebooks Works with Numba Track what size and type of data is being passed through your algorithm for better optimization decision-making Designed to be used in conjunction with the Numba Python compiler for CPUs and GPUs

30. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary and SGEMM respectively - these are factors of 18.36⇥ and 22.08⇥ faster than the MKL implementation in these tests. Table 1 shows the full list of GFLOP/ s measurements for each implementation for N = 4096. Figure 1: Performance of MKL and CUDA DGEMM functions for varying matrix sizes. Linear Algebra on the GPU with Anaconda Accelerate Double precision matrix-matrix multiplication Intel Core i7-4820K 3.70GHz CPU vs. NVIDIA Tesla K20c

31. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary Data Profiling

32. 32 Data Science Workflows

33. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary Laptop to Cluster

34. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary Analytics artifact repository

35. © 2016 Continuum Analytics - Confidential & Proprietary 221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5440 info@continuum.io @ContinuumIO © 2016 Continuum Analytics - Confidential & Proprietary From Data Lab to Production Analytics

36. © 2016 Continuum Analytics - Confidential & Proprietary 3636 Questions?

37. © 2016 Continuum Analytics - Confidential & Proprietary 3737 • Try it out yourself Sign up for an Anaconda Enterprise Test Drive: know.continuum.io/Anaconda-Enterprise-Test-Drive.html • Meet up with other thought leaders like you Register for AnacondaCON – February 7-9, 2017: anacondacon17.io • Learn more about the Anaconda Platform Check out the “Resources” tab for webinars, whitepapers and more: continuum.io/ Next Steps

38. © 2016 Continuum Analytics - Confidential & Proprietary© 2016 Continuum Analytics - Confidential & Proprietary Continuum Analytics We empower data science teams to make the world a better place We Empower Data Science Teams to Make the World Better221 W. 6th Street Suite #1550 Austin, TX 78701 +1 512.222.5400

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