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TensorFlow for FinTech - NYC MDEC Sprint
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Vikram
July 11, 2017
Technology
1
190
TensorFlow for FinTech - NYC MDEC Sprint
TensorFlow for FinTech - NYC MDEC Sprint
Vikram
July 11, 2017
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Transcript
TensorFlow for FinTech And scaling your applications on Google Cloud
Vikram Tiwari - GDE, Google Cloud Platform
Intelligence Everywhere
Analysis Portfolio Management Sentiment Analysis Customer Segmentation Live Support/Chat Bots
Prediction Fraud Detection Credit Scoring Customer Retention Search Engine
Usage in FinTech
Mining Forms, Documents etc Scanned Images Audio Calls Video Data
Stocks Risk Credit scores Products Classification
Security Malicious behaviour Fraud prevention Data Security Compliance
- Engaged and Evolving Community - Rapid Development - Distributed
Training - Tensorflow Serving - Prebuilt models, TPUs Why Tensorflow?
Easy to hire Code maintainability Supporting community Prebuilt models More
research, more gains Community
tf.contrib.learn Keras Scikit-Learn style API API Documentation TensorBoard Development
Graph Execution Model Write once, train anywhere Train on clusters
or individual CPUs Extensive GPUs support Training
Continuous Training Pipeline Versioned Models Easily use resulting models gRPC
or REST based APIs Serving
Stable Version Tensorflow Processing Units (TPUs) Custom Filesystems Tensorflow Dev
Summit AutoML More...
None
- Leader in Data and Machine Learning innovation - Ready-to-use
Machine Learning APIs - High performance and cost effective products and services - Tensorflow on TPUs for best performance - Regulatory and Compliance ready Why Google Cloud?
Fastest growing cloud platform with a major focus on Open
Source
Storage Persistent Disk Datastore, Cloud SQL, BigTable Firebase Cloud Spanner,
BigQuery Different tiers for Cloud Storage Services Compute Engine (GCE) App Engine (GAE) Kubernetes Engine (GKE) Cloud Functions (GCF) Load Balancing, IOT core, Dataflow
Wide range of compute platforms to choose from
Thank you! Learn more: - Tensorflow - Tensorflow resources -
Google Cloud Machine Learning APIs - Google Cloud Platform Solutions @Vikram_Tiwari - https://vikramtiwari.com