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Scale By the Bay 2017
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Scale By the Bay 2017
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Wednesday
, November 15
Google Launchpad
9:00am •
Workshop (Separate Registration): Building Reliable, Transparent and Performant Cloud Native Applications with gRPC and Istio
Thursday
, November 16
Data
9:50am •
Turning a Relational RDBMS Table into a Spark Datasource
10:40am •
An introduction to Xtract
11:10am •
Scala DSL for ML Training Set Stratification
11:40am •
Building a High-Performance Database with Scala, Akka, and Spark
1:10pm •
Avoiding Spark Pitfalls at Scale
1:40pm •
Satellite data monitoring for analytical models
2:10pm •
Featran77 - Generic Feature Transformer for Data Pipelines
3:00pm •
Real Time ML Pipelines in Multi-Tenant Environments
4:00pm •
Introduction to Machine Learning
Functional
8:00am •
Breakfast + Great Coffee
9:00am •
Disorder & Tolerance in Distributed Systems at Scale
9:50am •
Cloud Science
10:40am •
Scala for the Rest of Us
11:10am •
Type Classes for the Rest of Us
11:40am •
The Design of the Scalaz 8 Effect System
12:20pm •
Lunch
1:10pm •
Teaching Scala to the statically challenged
1:40pm •
Inventory History as Pure Functions
2:10pm •
The Functor, Applicative, Monad talk
3:00pm •
Scala Meta Live Coding Session
4:00pm •
How to Elm-ify Your ML
5:00pm •
The Legends of Twitter and Beyond: Real-World Architectures at Scale
6:00pm •
Happy Hour
Reactive
9:50am •
Return of the Transaction King
10:40am •
Spark Datasets: why they aren't great and what could be done about it
11:10am •
IoT, Wavelets and Machine Learning in the Smart Home
11:40am •
Bringing Deep Learning into the Big Data Analytics: BigDL on Apache Spark
12:00pm •
Reasonable Scala Compiler
1:10pm •
Tame Your Data with Akka Streams
2:10pm •
Introduction To Deep Learning
3:00pm •
Multi Runtime Serving Pipelines
3:20pm •
Serverless Type Safe Data Pipelines With OpenWhisk
4:00pm •
Scaling to Billions of Real-time Recommendations Daily
6:30pm •
Fireside Chat with Ben Hindman and Ian Downes: Mesos, Then and Now
Unconference
12:00pm •
Unconference
Friday
, November 17
Data
9:50am •
Apache SystemML: State of the Project and Future Plans
10:40am •
Does Your Privacy Scale?
11:10am •
Futures: Twitter vs Scala
11:40am •
Fantastic ML apps and how to build them
1:10pm •
VEGAS: The missing Matplotlib for Spark
1:40pm •
Lawful AI
2:10pm •
A Tale of Two Graph Engines on Spark: GraphFrames and TinkerPop OLAP
3:00pm •
Continuous Delivery Principles for Machine Learning
4:00pm •
Fireworks - lighting up the sky with millions of Sparks
Functional
8:00am •
Breakfast + Great Coffee
9:00am •
Composable Parallel Processing in Apache Spark and Weld
9:50am •
Adjunctions in Everyday Life
10:40am •
Adaptive Scrooge - Adaptive Thrift Decoding
11:10am •
Auto code generation using AI & Scala Macros
11:40am •
Functional Programming with Effects
12:20pm •
Lunch
1:10pm •
Scala 2.13
2:10pm •
Defusing the configuration time bomb with PureConfig and Refined
3:00pm •
FS2 Internals: Performance
4:00pm •
Functional Linear Algebra in Scala
5:00pm •
Functional Programming for Machine Learning
6:00pm •
Happy Hour
6:30pm •
Entertainment
7:00pm •
Fireside Chat with Evan Weaver and Boaz Avital: Storage, Then and Now
Reactive
9:50am •
Streamlio: Towards a Unified End-to-end Real Time Solution
10:40am •
Serverless Tensorflow 1.0.0 on AWS. Wait what?
11:10am •
Fearless Multitenancy with Istio
11:40am •
Immutable AWS Deployments with Packer and Jenkins
1:10pm •
Real World Serverless
1:40pm •
Intelligent system optimizations
2:10pm •
A framework for rapid reporting API development
2:30pm •
Druid Lookups for High Cardinality Dimensions
3:00pm •
Build a Modern, End-to-End, Fully Open Source, Big Data Scala Reference Application
4:00pm •
Building a high-performance Future
Unconference
12:00pm •
Unconference
Saturday
, November 18
Data
9:50am •
Democratizing data with an internal data pipeline platform
10:40am •
Deep distributed decision trees on Apache Spark
11:10am •
End-to-End Computation on the GPU with a GPU Data Frame
11:40am •
Stream All The Things!
1:10pm •
Strato: Twitter’s Virtual Database Powered by Microservices
1:40pm •
Magnolia: Generic Derivation 2.0
2:10pm •
Complex Machine Learning Pipelines Made Easy
3:00pm •
Deep Dive: Continuous Delivery for AI Applications with ECS
4:00pm •
Scaling From Research to Production with Skymind DL4J and ScalNet
Functional
8:00am •
Breakfast + Great Coffee
9:00am •
Apache Flink and the Next Wave of Stream Processing Applications
9:50am •
Functional Patterns and Gems in Scala
10:40am •
Index your State for Safer Functional APIs
11:10am •
Playing with Shapeless
11:40am •
Declarative concurrent programming with Chymyst
12:20pm •
Lunch
1:10pm •
Error Handling Without Throwing Exceptions
1:40pm •
Fixing the rusty core of the internet with functional programming.
2:10pm •
Analyzing Functional Programs
3:00pm •
Building a Tagless Final DSL for WebGL in Scala
4:00pm •
The Futures are Calling and I Must Choose
5:00pm •
The Fun of Functional Programming
Reactive
9:50am •
Nelson: Rigorous Deployment for a Functional World
10:40am •
Building systems on top of Kubernetes
11:10am •
Just enough DevOps for data scientists.
11:40am •
Building model testing infrastructure and scaling AI predictions with AWS Lambda
1:10pm •
How to Pick Your Next Streaming Architecture
1:40pm •
Managing Nation-Wide Traffic Cameras and Sensors
2:10pm •
Live coding server-less, single codebase iOS, Android and Web Apps using ScalaJS, React-Native and GraphQL
3:00pm •
Declare, verify and execute microservices-based process flows with Baker
4:00pm •
Implementing a Lazy Functional Language with Combinatory Logic
Timezone
Scale By the Bay 2017
America/Los Angeles
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Scale By the Bay 2017
Nov 15
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18, 2017
Wednesday
, November 15
Thursday
, November 16
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, November 17
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, November 18
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Wednesday
, November 15
Thursday
, November 16
Friday
, November 17
Saturday
, November 18
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