unveiling anaconda enterprise–the data science platform for the entire team
TRANSCRIPT
© 2017 Anaconda, Inc. - Confidential & Proprietary
UnveilingAnaconda Enterprise 5
The Enterprise-Ready Data Science Platform
Kristopher Overholt
Senior Product Manager
© 2017 Anaconda, Inc. - Confidential & Proprietary
Kris Overholt
Senior Product Manager
Your Speaker For Today
• Works with DevOps, product engineering and platform infrastructure for the Anaconda Enterprise data science platform. His areas of expertise include distributed systems, data engineering and computational science workflows.
• Received his PhD in Civil Engineering from The University of Texas at Austin, and holds a BS and MS in Fire Protection Engineering. Prior to joining Anaconda, he worked at the National Institute of Standards and Technology (NIST), Southwest Research Institute and The University of Texas at Austin.
© 2017 Anaconda Inc- Confidential & Proprietary
Unveiling Anaconda Enterprise 5
• Anaconda Enterprise 5 Overview
• Anaconda Enterprise 5 Key Features
• Anaconda Enterprise 5 Demonstration
• Getting Started with Anaconda Enterprise 5
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© 2017 Anaconda, Inc. - Confidential & Proprietary
Anaconda Enterprise 5 Overview
© 2017 Anaconda, Inc. - Confidential & Proprietary
Anaconda - The Most Popular Data Science Platform
© 2017 Anaconda Inc- Confidential & Proprietary
Anaconda Enterprise 5
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© 2017 Anaconda Inc- Confidential & Proprietary
New Capabilities in Anaconda Enterprise
• Scalable architecture for on-premises or cloud installations
• Integrated data science experience, incl. JupyterLab
• One-click data science deployments
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© 2017 Anaconda Inc- Confidential & Proprietary
Data Scientists IT/Administrators Business Analysts & Managers
Anaconda Enterprise Users
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Developers & ML Engineers
• Collaborate
• Reproduce
• Deploy
• Govern
• Secure
• Scale
• Self-Serve
• Interact
• Understand
• Build
• Publish
• Consume
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Data Science Platform
Anaconda Enterprise
Data Scientists
IT & Admin
BA & Managers
On-Premises
Cloud
Anaconda Enterprise Overview
UsersDeployment Infrastructure
Packages Projects Deployments
ML REST APIs
Dashboards
Notebooks
Web Apps
Bokeh Apps
Shiny Apps
Amazon AWS
Microsoft Azure
Google Cloud
© 2017 Anaconda, Inc. - Confidential & Proprietary
Anaconda Enterprise 5 Key Features
© 2017 Anaconda Inc- Confidential & Proprietary
• Centralized, browser-based notebook collaboration with versioning and access control
• Integrated data science environments with Jupyter Notebooks and JupyterLab
• Manage and share data science projects and dependencies
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Collaboration
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• Upload and share projects and notebooks with portable data science environments
• Enterprise-grade data science reproducibility and portability with Anaconda Project
• Mirror data science packages and dependencies within your organization
Reproducibility
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• One-click deployment of self-service notebooks, interactive visualizations, machine learning models, REST APIs and other apps
• Industry standard containerization and cluster orchestration technology
Deployment
© 2017 Anaconda Inc- Confidential & Proprietary
• On-premises data science package repository
• License filtering and license audit reports
• Event logging and auditing of package, project and deployment activity
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Governance
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• Integrated with enterprise-grade identity providers: LDAP, AD, SAML, Kerberos
• Secure network communications and end-to-end TLS/SSL encryption
• Centralized user management portal and token-based access to deployed models and applications
Security
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• Distribute Anaconda libraries across Hadoop and Spark clusters
• Connect Anaconda Enterprise to Spark or Dask and perform distributed computations interactively
• Scalable distributed computation resources for project editing and user-deployed data science apps
Scalability
© 2017 Anaconda, Inc. - Confidential & Proprietary
Anaconda Enterprise 5 Demo
© 2017 Anaconda Inc- Confidential & Proprietary
Example - Tensorflow / Tensorboard
• Tensorflow with CPU/GPUs
• Deep learning
• Image classification
• Neural networks
• Easily deploy Tensorboard for ML development and performance monitoring
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© 2017 Anaconda Inc- Confidential & Proprietary
Example - Deep Learning
Neural network approaches with:
• TensorFlow
• scikit-learn
• PyTorch
• Theano
• Caffe
• Keras
• Lasagne
• Neon
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Example - Classification and Regression Trees
Classification, random forests, and gradient boosting with:
• scikit-learn
• Tensorflow
• xgboost
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Example - R / Shiny
• Supports R and Microsoft R Open (MRO)
• Jupyter Notebooks with R (IRkernel)
• More than 200 popular R libraries
• One-click deployment of Shiny apps and REST APIs with R
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© 2017 Anaconda Inc- Confidential & Proprietary
Example - Interactive Visualizations
• matplotlib/seaborn
• Bokeh
• plot.ly dash
• deck.gl
• and many more!
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© 2017 Anaconda, Inc. - Confidential & Proprietary
Getting Started withAnaconda Enterprise 5
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Key Strengths Unique Differentiators
Most comprehensive
data science
development cycle
- ML algorithm development and package management
- Self-service dashboards and reports for managers
Widest range of
deployment options
- Deployment of:
- Notebooks (Python, R, Spark)
- ML REST APIs
- Interactive applications: Bokeh apps, Shiny apps
- Web apps (Django, Flask)
- Composable applications
Unique continuity of
experience and
reproducibility
- Identical experience on laptop and Anaconda:
- JupyterLab, Jupyter Notebooks
- Run platform data science projects on Linux, Windows, macOS
Only vendor to support
and indemnify
Anaconda Distribution
- First-class integration with Anaconda Distribution
- Protect: Reduce Risk of Intrusions, Vulnerabilities & Infringement
- Solve: Get Questions Answered, Guided by Experts
- Deliver: Resolve Issues Quickly & Minimize Downtime
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© 2017 Anaconda, Inc. - Confidential & Proprietary
Get Started with Anaconda Enterprise
Register now for a free 30-day Anaconda Enterprise 5 Test Drivehttps://go.anaconda.com/test-drive-anaconda-enterprise-5/
Read Deploying Secure and Scalable Data Science Projectshttp://go.continuum.io/wp-productionizing-deploying-secure-scalable-ds-projects/
Contact us by phone or email+1 (512) 776-1066 | [email protected]