TensorFlow for FinTech - NYC MDEC Sprint

TensorFlow for FinTech - NYC MDEC Sprint

Transcript

1. TensorFlow for FinTech And scaling your applications on Google Cloud Vikram Tiwari - GDE, Google Cloud Platform
2. Intelligence Everywhere
3. Analysis Portfolio Management Sentiment Analysis Customer Segmentation Live Support/Chat Bots Prediction Fraud Detection Credit Scoring Customer Retention Search Engine
4. Usage in FinTech
5. Mining Forms, Documents etc Scanned Images Audio Calls Video Data
6. Stocks Risk Credit scores Products Classification
7. Security Malicious behaviour Fraud prevention Data Security Compliance
8. - Engaged and Evolving Community - Rapid Development - Distributed Training - Tensorflow Serving - Prebuilt models, TPUs Why Tensorflow?
9. Easy to hire Code maintainability Supporting community Prebuilt models More research, more gains Community
10. tf.contrib.learn Keras Scikit-Learn style API API Documentation TensorBoard Development
11. Graph Execution Model Write once, train anywhere Train on clusters or individual CPUs Extensive GPUs support Training
12. Continuous Training Pipeline Versioned Models Easily use resulting models gRPC or REST based APIs Serving
13. Stable Version Tensorflow Processing Units (TPUs) Custom Filesystems Tensorflow Dev Summit AutoML More...
15. - 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?
16. Fastest growing cloud platform with a major focus on Open Source
17. 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
18. Wide range of compute platforms to choose from
19. Thank you! Learn more: - Tensorflow - Tensorflow resources - Google Cloud Machine Learning APIs - Google Cloud Platform Solutions @Vikram_Tiwari - https://vikramtiwari.com