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© 2017 Continuum Analytics - Confidential & Proprietary 1
Open Data Science
In the AI Era
Breaking Data Science Open
© 2017 Continuum Analytics - Confidential & Proprietary 2
Michele Chambers @mcAnalytics
• EVP Product & CMO Continuum Anal...
© 2017 Continuum Analytics - Confidential & Proprietary 3
About Us
Ian Stokes-Rees @ijstokes
• Product Marketing Manager
•...
© 2017 Continuum Analytics - Confidential & Proprietary 4
Business Intelligence &
Predictive Analytics
Using Data for Insi...
© 2017 Continuum Analytics - Confidential & Proprietary 5
Cognitive Intelligence
Using Data & Deep Learning
to Make Recomm...
© 2017 Continuum Analytics - Confidential & Proprietary 6
© 2017 Continuum Analytics - Confidential & Proprietary 7
© 2017 Continuum Analytics - Confidential & Proprietary 8
Open Data Science
Connecting Data, Analytics
& Computation
© 2017 Continuum Analytics - Confidential & Proprietary
“ ”9
The ability of machines and software
to think, work and react...
© 2017 Continuum Analytics - Confidential & Proprietary 10
© 2017 Continuum Analytics - Confidential & Proprietary
Data science
has expanded to
include AI
Distributed
Systems
Busine...
© 2017 Continuum Analytics - Confidential & Proprietary
Numba
xlwings
Airflow
Blaze
Open Source
Communities
Creates Powerf...
© 2017 Continuum Analytics - Confidential & Proprietary
Diverse Languages
Poised to Embrace
AI
Distributed
Systems
Busines...
© 2017 Continuum Analytics - Confidential & Proprietary
Numba
xlwings
Airflow
Blaze
Anaconda is the
Open Data Science
Plat...
© 2017 Continuum Analytics - Confidential & Proprietary
© 2017 Continuum Analytics - Confidential & Proprietary
© 2017 Continuum Analytics - Confidential & Proprietary 17
Open Data Science Technologies
AI
Notebooks
Visualization
Big D...
© 2017 Continuum Analytics - Confidential & Proprietary 18
Open Source Open Source
Open Core Open Core
Open Data Science L...
© 2017 Continuum Analytics - Confidential & Proprietary 19
Open
Core
Open
Source
LEADERSCHALLENGERS
NICHE VISIONARIES
Adop...
© 2017 Continuum Analytics - Confidential & Proprietary 20
LEADERSCHALLENGERS
NICHE VISIONARIES
Open Data Science Landscap...
© 2017 Continuum Analytics - Confidential & Proprietary 21
LEADERSCHALLENGERS
NICHE VISIONARIES
Open Data Science Landscap...
© 2017 Continuum Analytics - Confidential & Proprietary 22
LEADERSCHALLENGERS
NICHE VISIONARIES
Open Data Science Landscap...
© 2017 Continuum Analytics - Confidential & Proprietary 23
LEADERSCHALLENGERS
NICHE VISIONARIES
Open Data Science Landscap...
© 2017 Continuum Analytics - Confidential & Proprietary 24
LEADERSCHALLENGERS
NICHE VISIONARIES
Landscape for Open Data Sc...
25
Anaconda
now includes
AI
© 2017 Continuum Analytics - Confidential & Proprietary 26
• Deep Learning means creating models that
attempt to match the...
© 2017 Continuum Analytics - Confidential & Proprietary 27
• Artificial General Intelligence refers to
systems that can un...
© 2017 Continuum Analytics - Confidential & Proprietary 28
• Production-ready open source AI
toolkit from Microsoft
• Used...
© 2017 Continuum Analytics - Confidential & Proprietary 29
• Accelerate Time-to-Value
• Connect Data, Analytics & Compute
...
© 2017 Continuum Analytics - Confidential & Proprietary 30
INNOVATE faster through
managed agile experimentation
MOVE from...
© 2017 Continuum Analytics - Confidential & Proprietary 31
Open Data Science Platform
ACCELERATE. CONNECT. EMPOWER
© 2017 Continuum Analytics - Confidential & Proprietary 32
Open Data Science in Enterprises
DATA
SCIENCE
COLLAB
DATA
SCIEN...
© 2017 Continuum Analytics - Confidential & Proprietary 33
Anaconda
• High performance Python &
R
• 720+ data science
pack...
© 2017 Continuum Analytics - Confidential & Proprietary 34
Anaconda
• 720+ data science
packages
• Deep Learning: Theano,
...
© 2017 Continuum Analytics - Confidential & Proprietary 35
Growing
Anaconda
Partner
Ecosystem
© 2017 Continuum Analytics - Confidential & Proprietary
© 2017 Continuum Analytics - Confidential & Proprietary
Anaconda G...
© 2017 Continuum Analytics - Confidential & Proprietary 37
Open Data Science
Vibrant and Growing Community
Python Communit...
© 2017 Continuum Analytics - Confidential & Proprietary 38
Financial Services
• Risk management, Quant modeling, Data expl...
39
Open Data Science
in Action
© 2017 Continuum Analytics - Confidential & Proprietary 40
Dask
Parallel processing with Dask makes large data sets access...
© 2017 Continuum Analytics - Confidential & Proprietary 41
• Parallel and Distributed Pandas
and NumPy
• Low latency workf...
© 2017 Continuum Analytics - Confidential & Proprietary 42
Dask: Parallel Data Processing
Synthetic views of
NumPy ndarray...
© 2017 Continuum Analytics - Confidential & Proprietary 43
Dask
Parallel processing with Dask makes large data sets access...
© 2017 Continuum Analytics - Confidential & Proprietary
Deep Learning == Neural Nets
ReLU
ReLU
ReLU
ReLU
© 2017 Continuum Analytics - Confidential & Proprietary 45
Deep Learning Software Stack
MULTI-CORE CPU GPU
MANY-CORE CPU
(...
© 2017 Continuum Analytics - Confidential & Proprietary 46
Example: Digit recognition
Trained to 98% accuracy in
4 minutes...
47
A collaborative environment for data science teams
Anaconda Enterprise
© 2017 Continuum Analytics - Confidential & Proprietary 48
Anaconda Foundation
http://continuum.io/downloads
© 2017 Continuum Analytics - Confidential & Proprietary 49
Accelerating adoption of Open Data Science
• Easy to install
• ...
© 2017 Continuum Analytics - Confidential & Proprietary 50
© 2017 Continuum Analytics - Confidential & Proprietary 51
© 2017 Continuum Analytics - Confidential & Proprietary 52
© 2017 Continuum Analytics - Confidential & Proprietary 53
Third Party Asset Management
http://anaconda.org
© 2017 Continuum Analytics - Confidential & Proprietary 54
Step 2: Anaconda Cloud
© 2017 Continuum Analytics - Confidential & Proprietary 55
Personal Assets Management
http://anaconda.org/ijstokes
© 2017 Continuum Analytics - Confidential & Proprietary 56
Publishing Data Science
© 2017 Continuum Analytics - Confidential & Proprietary 57
Provenance and Reproducibility
© 2017 Continuum Analytics - Confidential & Proprietary 58
Enterprise Collaboration
Apps
Search
Tags
Team
Assets
© 2017 Continuum Analytics - Confidential & Proprietary 59
Data Science App Creation & Deployment
© 2017 Continuum Analytics - Confidential & Proprietary 60
Excel Integration
BRING interactive
visualizations, machine
lea...
© 2017 Continuum Analytics - Confidential & Proprietary 61
Enterprise-Ready Anaconda
DATA
SCIENCE
COLLAB
DATA
SCIENCE
GOVE...
© 2017 Continuum Analytics - Confidential & Proprietary 62
Executive Sponsorship
© 2017 Continuum Analytics - Confidential & Proprietary 63
Static Investments
© 2017 Continuum Analytics - Confidential & Proprietary 64
Dynamic Investments
© 2017 Continuum Analytics - Confidential & Proprietary 65
Dynamic Investments
Data Lab Data Science Team CDO Production O...
© 2017 Continuum Analytics - Confidential & Proprietary 66
Executive Sponsorship Responsibilities
Governance Provenance Re...
© 2017 Continuum Analytics - Confidential & Proprietary
Data science is Team Sport
Team | CollaborativeIndividual | Silo
M...
© 2017 Continuum Analytics - Confidential & Proprietary 68
Empowering the Data Science Team
© 2017 Continuum Analytics - Confidential & Proprietary 69
We can help you get started…
• Journey to
Open Data
Science
• S...
© 2017 Continuum Analytics - Confidential & Proprietary 70
Next Steps
DOWNLOAD Breaking Data Science Open eBook
Go.continu...
© 2017 Continuum Analytics - Confidential & Proprietary 71
Thank You
Michele Chambers
Twitter: @mcAnalytics
Ian Stokes-Ree...
© 2017 Continuum Analytics - Confidential & Proprietary© 2017 Continuum Analytics - Confidential & Proprietary
Continuum A...
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Open Data Science in the AI Era: Breaking Data Science Open

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Tensorflow Notebook: https://anaconda.org/ijstokes/tensorflow
DOWNLOAD Breaking Data Science Open eBook: Go.continuum.io/download-ebook-breaking-data-science-open/
CHECKOUT Anaconda Enterprise continuum.io/anaconda-overview
EXPERIENCE Anaconda Enterprise on your own http://know.continuum.io/Anaconda-Enterprise-Test-Drive.html
---
The vast open data science landscape is full of options but can be overwhelming to the uninitiated. However, organizations that can distill the landscape to the key players are making giant strides in leveraging the unending innovation including AI to drive new business value.

So, how can you navigate the landscape to identify the key players and the emerging players? Can your enterprise harness open source without descending into anarchy? How can you embrace R, Python and their thousands of powerful analytic packages without their accompanying legal risks? How do you see through the legacy vendor FUD and make open source work?

We're here to help—Continuum Analytics EVP Anaconda Michele Chambers and Computational Scientist Ian Stokes-Rees will help you embark on your enterprise's journey to Open Data Science in this webinar.

You will learn how to:
- Evaluate the open data science landscape
- Champion open data science projects for success
- See a practical AI demonstration for enterprises

Published in: Technology
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Open Data Science in the AI Era: Breaking Data Science Open

  1. 1. © 2017 Continuum Analytics - Confidential & Proprietary 1 Open Data Science In the AI Era Breaking Data Science Open
  2. 2. © 2017 Continuum Analytics - Confidential & Proprietary 2 Michele Chambers @mcAnalytics • EVP Product & CMO Continuum Analytics • M.B.A Duke University, B.S. Computer Engineering • Author • Breaking Data Science Open: O’Reilly • Modern Analytics Methodologies: Driving Business Value with Analytics Pearson FT Press • Advanced Analytics Methodologies: Driving Business Value with Analytics Pearson FT Press • Big Data Big Analytics Wiley About Us
  3. 3. © 2017 Continuum Analytics - Confidential & Proprietary 3 About Us Ian Stokes-Rees @ijstokes • Product Marketing Manager • PhD in Particle Physics from Oxford University • Passionate advocate of Open Data Science • Educator and evangelist for use of Python and Anaconda • Author: Breaking Data Science Open: O’Reilly • 20+ years experience engineering large scale systems for numerical computing
  4. 4. © 2017 Continuum Analytics - Confidential & Proprietary 4 Business Intelligence & Predictive Analytics Using Data for Insight & Human-in-the-Loop actions
  5. 5. © 2017 Continuum Analytics - Confidential & Proprietary 5 Cognitive Intelligence Using Data & Deep Learning to Make Recommendations
  6. 6. © 2017 Continuum Analytics - Confidential & Proprietary 6
  7. 7. © 2017 Continuum Analytics - Confidential & Proprietary 7
  8. 8. © 2017 Continuum Analytics - Confidential & Proprietary 8 Open Data Science Connecting Data, Analytics & Computation
  9. 9. © 2017 Continuum Analytics - Confidential & Proprietary “ ”9 The ability of machines and software to think, work and react like humans. AI is…
  10. 10. © 2017 Continuum Analytics - Confidential & Proprietary 10
  11. 11. © 2017 Continuum Analytics - Confidential & Proprietary Data science has expanded to include AI Distributed Systems Business Intelligence AI Web Scientific Computing / HPC Deep learning, natural language processing, neural networks, regression, statistics Hadoop, Spark Web crawling, scraping, 3rd party data & API providers, predictive services & APIs GPUs, multi-coresData warehouse, querying, reporting
  12. 12. © 2017 Continuum Analytics - Confidential & Proprietary Numba xlwings Airflow Blaze Open Source Communities Creates Powerful Technology for Data Science Distributed Systems Business Intelligence Web Scientific Computing / HPC AI
  13. 13. © 2017 Continuum Analytics - Confidential & Proprietary Diverse Languages Poised to Embrace AI Distributed Systems Business Intelligence AI Web Scientific Computing / HPC SQL
  14. 14. © 2017 Continuum Analytics - Confidential & Proprietary Numba xlwings Airflow Blaze Anaconda is the Open Data Science Platform bringing technology together Distributed Systems Business Intelligence Web Scientific Computing / HPC AI
  15. 15. © 2017 Continuum Analytics - Confidential & Proprietary
  16. 16. © 2017 Continuum Analytics - Confidential & Proprietary
  17. 17. © 2017 Continuum Analytics - Confidential & Proprietary 17 Open Data Science Technologies AI Notebooks Visualization Big Data Languages
  18. 18. © 2017 Continuum Analytics - Confidential & Proprietary 18 Open Source Open Source Open Core Open Core Open Data Science Landscape Niche Wide Niche WideLEADERSCHALLENGERS NICHE VISIONARIES Adoption Open Core Open Source
  19. 19. © 2017 Continuum Analytics - Confidential & Proprietary 19 Open Core Open Source LEADERSCHALLENGERS NICHE VISIONARIES Adoption MS Azure ML AWS Machine Learning Google Cloud Platform DataRobot H2OAnaconda Enterprise deepsense NLTK Theano TensorFlow Caffe Keras MXnet Spark MLlib SpaCy Open Data Science Landscape for AI Anaconda NumPy SciPy Pandas Scikit-Learn dplyr caret
  20. 20. © 2017 Continuum Analytics - Confidential & Proprietary 20 LEADERSCHALLENGERS NICHE VISIONARIES Open Data Science Landscape for Notebooks Anaconda Enterprise R Studio Databricks Jupyter Zeppelin JupyterHub Rodeo JupyterLab Beaker nteract binder nbviewer Hue Adoption Open Core Open Source
  21. 21. © 2017 Continuum Analytics - Confidential & Proprietary 21 LEADERSCHALLENGERS NICHE VISIONARIES Open Data Science Landscape for Visualization Plotly Server Anaconda Enterprise ` Holoviews Datashader Shiny Server Pro Bokeh Shiny Shiny Server ggplot d3 matplotlib seaborn Plotly Adoption Open Core Open Source
  22. 22. © 2017 Continuum Analytics - Confidential & Proprietary 22 LEADERSCHALLENGERS NICHE VISIONARIES Open Data Science Landscape for Big Data Hortonworks Cloudera MapR Anaconda Enterprise Databricks Pivotal Dask Ibis Numba Kudu Spark Hadoop Flink Spark Streaming Kafka Impala Storm Elasticsearch Solr Hive Adoption Open Core Open Source
  23. 23. © 2017 Continuum Analytics - Confidential & Proprietary 23 LEADERSCHALLENGERS NICHE VISIONARIES Open Data Science Landscape for Languages R StudioAnaconda Enterprise R Anaconda Python PyData Microsoft R Open Scala Microsoft R Client Julia Data Robot MS Azure ML IBM DSX Microsoft R Server yhat dataiku Domino Data Lab DataScience.com Adoption Open Core Open Source
  24. 24. © 2017 Continuum Analytics - Confidential & Proprietary 24 LEADERSCHALLENGERS NICHE VISIONARIES Landscape for Open Data Science Platforms Everyone Else Cloudera Microsoft Adoption Open Core Open Source Anaconda Enterprise R Studio R Anaconda Jupyter
  25. 25. 25 Anaconda now includes AI
  26. 26. © 2017 Continuum Analytics - Confidential & Proprietary 26 • Deep Learning means creating models that attempt to match the structure of the human brain through artificial neural networks • TensorFlow, from Google, has grown enormously in popularity and provides a framework for creating deep learning systems • Commonly applied for text, speech, and image processing to ”learn” patterns then identify them and score or classify new data streams Art of the Possible Open Data Science Applications https://www.tensorflow.org/
  27. 27. © 2017 Continuum Analytics - Confidential & Proprietary 27 • Artificial General Intelligence refers to systems that can understand and respond to a wide range of inputs • Universe, from OpenAI, provides a framework for testing AGI systems on video games • Open Source, Python based Art of the Possible Open Data Science Applications https://universe.openai.com/
  28. 28. © 2017 Continuum Analytics - Confidential & Proprietary 28 • Production-ready open source AI toolkit from Microsoft • Used in Bing, Skype, Cortana • Designed to work with Anaconda • GPU and multi-node ready Art of the Possible Open Data Science Applications https://aka.ms/cognitivetoolkit
  29. 29. © 2017 Continuum Analytics - Confidential & Proprietary 29 • Accelerate Time-to-Value • Connect Data, Analytics & Compute • Empower Data Science Teams …is the leading Open Data Science platform powered by Python the fastest growing data science language
  30. 30. © 2017 Continuum Analytics - Confidential & Proprietary 30 INNOVATE faster through managed agile experimentation MOVE from analysis to deployment immediately DELIVER powerful results backed by high performance open data science platform LEVERAGE innovative open source analytics to extract value from data MAXIMIZE your computational power to easily analyze all data CONNECT and integrate all your data sources for predictive models ITERATE quickly to create powerful analysis and predictive models COLLABORATE and share with your data science team PUBLISH interactive results to the business ACCELERATE Time-to-Value CONNECT Data, Analytics & Compute EMPOWER Data Science Teams
  31. 31. © 2017 Continuum Analytics - Confidential & Proprietary 31 Open Data Science Platform ACCELERATE. CONNECT. EMPOWER
  32. 32. © 2017 Continuum Analytics - Confidential & Proprietary 32 Open Data Science in Enterprises DATA SCIENCE COLLAB DATA SCIENCE GOVERNANCE DASHBOARDS & APPS SELF SERVICE ANALYTICS DATA SCIENCE OPERATIONS DATA SCIENCE FOR BIG DATA AI OPEN DATA SCIENCE
  33. 33. © 2017 Continuum Analytics - Confidential & Proprietary 33 Anaconda • High performance Python & R • 720+ data science packages • Cross-platform package, dependency & environments • Community driven package repository collaboration Anaconda Navigator • Desktop Portal & Installer Anaconda Powers OPEN DATA SCIENCE DATA SCIENCE GOVERNANCE DATA SCIENCE COLLABORATION Anaconda Repository • Storage & sharing of packages, environments, notebooks • On-premise governance • Enterprise authentication Anaconda Enterprise Notebooks • Collaborative project based workflows for Python & R • Enterprise authentication & permissioning • Notebook sharing, versioning, search, differencing DATA SCIENCE FOR BIG DATA Anaconda Scale • Hadoop & Spark integration • Scalable distributed processing framework • Integration with resource management & data stores • Self-service cluster launching • Distributed package, dependency & environments Anaconda Fusion • Big Data querying & transformations
  34. 34. © 2017 Continuum Analytics - Confidential & Proprietary 34 Anaconda • 720+ data science packages • Deep Learning: Theano, TensorFlow, Caffe, Keras, Neon, Lasagne • Natural Language Processing: NLTK, spaCy • Machine Learning: Scikit- learn • GPU enablement Anaconda Powers AI DASHBOARDS & APPS DATA SCIENCE OPERATIONS Anaconda • Interactive browser based dashboards & visualizations with Bokeh • Bokeh apps using Python, R, Scala • Big Data visualizations with Datashader Anaconda Adam • Server & Cluster Installer Anaconda Accelerate • Python compilation for multi-core & GPUs • Code, data, in-notebook profilers • Pre-optimized numerical libraries SELF-SERVICE ANALYTICS Anaconda Fusion • Integration of Open Data Science with Microsoft Excel® • Interactive exploration & visualization • Predictive modeling • Big Data querying & transformations
  35. 35. © 2017 Continuum Analytics - Confidential & Proprietary 35 Growing Anaconda Partner Ecosystem
  36. 36. © 2017 Continuum Analytics - Confidential & Proprietary © 2017 Continuum Analytics - Confidential & Proprietary Anaconda Gives Superpowers To People Who Change The World
  37. 37. © 2017 Continuum Analytics - Confidential & Proprietary 37 Open Data Science Vibrant and Growing Community Python Community 30M+ Packages in Anaconda 720+ R Community 16M+ Spark Python Usage 50%+ ANACONDA Downloads 11M+
  38. 38. © 2017 Continuum Analytics - Confidential & Proprietary 38 Financial Services • Risk management, Quant modeling, Data exploration and processing, algorithmic trading, compliance reporting Government • Fraud detection, data crawling, web & cyber data analytics, statistical modeling Healthcare & Life Sciences • Genomics data processing, cancer research, natural language processing for health data science High Tech • Customer behavior, recommendations, ad bidding, retargeting, social media analytics Retail & CPG • Engineering simulation, supply chain modeling, scientific analysis Oil & Gas • Pipeline monitoring, noise logging, seismic data processing, geophysics Anaconda …is Trusted by Industry Leaders
  39. 39. 39 Open Data Science in Action
  40. 40. © 2017 Continuum Analytics - Confidential & Proprietary 40 Dask Parallel processing with Dask makes large data sets accessible Deep Learning with Anaconda & TensorFlow Classic digit recognition leveraging Anaconda + GPUs
  41. 41. © 2017 Continuum Analytics - Confidential & Proprietary 41 • 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
  42. 42. © 2017 Continuum Analytics - Confidential & Proprietary 42 Dask: Parallel Data Processing Synthetic views of NumPy ndarrays Synthetic views of Pandas DataFrames with HDFS support DAG construction and workflow manager
  43. 43. © 2017 Continuum Analytics - Confidential & Proprietary 43 Dask Parallel processing with Dask makes large data sets accessible Deep Learning with Anaconda & TensorFlow Classic digit recognition leveraging Anaconda + GPUs
  44. 44. © 2017 Continuum Analytics - Confidential & Proprietary Deep Learning == Neural Nets ReLU ReLU ReLU ReLU
  45. 45. © 2017 Continuum Analytics - Confidential & Proprietary 45 Deep Learning Software Stack MULTI-CORE CPU GPU MANY-CORE CPU (XEON PHI)HARDWARE INTEL MKL 2017 CUDNNPRIMITIVES TENSORFLOWTHEANOPYTORCHTENSOR MATH NEURAL NETWORKS KERAS TFLEARNCAFFE ...and many others MI OPEN
  46. 46. © 2017 Continuum Analytics - Confidential & Proprietary 46 Example: Digit recognition Trained to 98% accuracy in 4 minutes using a single NVIDIA GTX 1080 GPU 98% success 2% failure
  47. 47. 47 A collaborative environment for data science teams Anaconda Enterprise
  48. 48. © 2017 Continuum Analytics - Confidential & Proprietary 48 Anaconda Foundation http://continuum.io/downloads
  49. 49. © 2017 Continuum Analytics - Confidential & Proprietary 49 Accelerating adoption of Open Data Science • 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 TensorFlow Cython Theano Scikit-image NLTK Dask Caffe dplyr shiny ggplot2 tidyr caret PySpark & 720+ packages
  50. 50. © 2017 Continuum Analytics - Confidential & Proprietary 50
  51. 51. © 2017 Continuum Analytics - Confidential & Proprietary 51
  52. 52. © 2017 Continuum Analytics - Confidential & Proprietary 52
  53. 53. © 2017 Continuum Analytics - Confidential & Proprietary 53 Third Party Asset Management http://anaconda.org
  54. 54. © 2017 Continuum Analytics - Confidential & Proprietary 54 Step 2: Anaconda Cloud
  55. 55. © 2017 Continuum Analytics - Confidential & Proprietary 55 Personal Assets Management http://anaconda.org/ijstokes
  56. 56. © 2017 Continuum Analytics - Confidential & Proprietary 56 Publishing Data Science
  57. 57. © 2017 Continuum Analytics - Confidential & Proprietary 57 Provenance and Reproducibility
  58. 58. © 2017 Continuum Analytics - Confidential & Proprietary 58 Enterprise Collaboration Apps Search Tags Team Assets
  59. 59. © 2017 Continuum Analytics - Confidential & Proprietary 59 Data Science App Creation & Deployment
  60. 60. © 2017 Continuum Analytics - Confidential & Proprietary 60 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
  61. 61. © 2017 Continuum Analytics - Confidential & Proprietary 61 Enterprise-Ready Anaconda DATA SCIENCE COLLAB DATA SCIENCE GOVERNANCE DASHBOARDS & APPS SELF SERVICE ANALYTICS DATA SCIENCE OPERATIONS DATA SCIENCE FOR BIG DATA AI OPEN DATA SCIENCE
  62. 62. © 2017 Continuum Analytics - Confidential & Proprietary 62 Executive Sponsorship
  63. 63. © 2017 Continuum Analytics - Confidential & Proprietary 63 Static Investments
  64. 64. © 2017 Continuum Analytics - Confidential & Proprietary 64 Dynamic Investments
  65. 65. © 2017 Continuum Analytics - Confidential & Proprietary 65 Dynamic Investments Data Lab Data Science Team CDO Production Operations
  66. 66. © 2017 Continuum Analytics - Confidential & Proprietary 66 Executive Sponsorship Responsibilities Governance Provenance Reproducibility
  67. 67. © 2017 Continuum Analytics - Confidential & Proprietary Data science is Team Sport Team | CollaborativeIndividual | Silo Modern RolesTraditional Roles
  68. 68. © 2017 Continuum Analytics - Confidential & Proprietary 68 Empowering the Data Science Team
  69. 69. © 2017 Continuum Analytics - Confidential & Proprietary 69 We can help you get started… • Journey to Open Data Science • SAS to Python Workflow Best Practices • Open Data Science Workflow Best Practices • Deployed Data Science Model • Interactive Visualization Data Science • SAS to Python Migration • Matlab to Python Migration • SAS to R Migration • Python Turning • Model Tuning • Infrastructure Tuning • Open Source Development • Package Building Assessments Best Practices Data Science Migrations Tuning Development
  70. 70. © 2017 Continuum Analytics - Confidential & Proprietary 70 Next Steps DOWNLOAD Breaking Data Science Open eBook Go.continuum.io/download-ebook-breaking-data-science-open/ CHECKOUT Anaconda Enterprise continuum.io/anaconda-overview EXPERIENCE Anaconda Enterprise on your own http://know.continuum.io/Anaconda-Enterprise-Test-Drive.html
  71. 71. © 2017 Continuum Analytics - Confidential & Proprietary 71 Thank You Michele Chambers Twitter: @mcAnalytics Ian Stokes-Rees Twitter: @ijstokes sales@continuum.io @ContinuumIO
  72. 72. © 2017 Continuum Analytics - Confidential & Proprietary© 2017 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 Better

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