Valliappa (Lak) Lakshmanan

generative-ai-design-patterns. A catalog of design patterns when building generative AI applications

lakblogs. Code and notebooks associated with my blogposts

visualizing-generative-ai. Repository corresponding to O'Reilly book by Priyanka Vergadia and Valliappa Lakshmanan

asgbook. Java code accompanying "Automating the Analysis of Spatial Grids" by Valliappa Lakshmanan, Springer, 2012

architecting-data-ml-platforms. Supplementary material for the O'Reilly book "Architecting Data and ML Platforms"

nexradaws. example ipython notebook to display NEXRAD on AWS

tensorflow. Computation using data flow graphs for scalable machine learning

df-ml-anomaly-detection. Streaming Anomaly Detection Solution by using Pub/Sub, Dataflow, BQML & Cloud DLP

fast-style-transfer. Fast Style Transfer in TensorFlow ⚡🖥🎨🖼

weather-tools. Apache Beam pipelines to make weather data accessible and useful.

data-science-on-gcp. Source code accompanying book: Data Science on the Google Cloud Platform, Valliappa Lakshmanan, O'Reilly 2017

spark-recommendation-engine. Python

awesome-gcp-certifications. A curated list of resources for learning about Google Cloud Platform certifications and how to prepare for it.

notebooks. Google Cloud Datalab samples and documentation

pydatalab. Google Datalab Library

cloudml-samples. Samples for Google Cloud Machine Learning Engine

pipelines. Machine Learning Pipelines for Kubeflow

bikes_weather. JavaScript

dataproc-initialization-actions. Run in all nodes of your cluster before the cluster starts - let's you customize your cluster

DataflowSME. Tutorial for Cloud Dataflow

mlops-on-gcp. Jupyter Notebook

CloudComparer. Compare the various managed cloud services offered by the major public cloud providers in the market.

dspy. DSPy: The framework for programming—not prompting—foundation models

dataflow-geobeam. Python

professional-services. Common solutions and tools developed by Google Cloud's Professional Services team

pontem. Open source tools for Google Cloud Storage and Databases.

ciramp. Python

predeal. Program to predeal hands in small bridge games. The basic idea, explained by Matthew Johnson http://www.matthew.ath.cx/projects/pescetti is to take a sorted hand, deal it once according to a random permutation and then deal it again, this time to the target combination of cards.

beam. Apache Beam

xray. N-D labeled arrays and datasets in Python

bigquery-utils. Useful scripts, udfs, views, and other utilities for migration and data warehouse operations in BigQuery.

docs. TensorFlow documentation

spanner-event-exporter. Publish Events from Cloud Spanner to Pub/Sub or Spanner Queues

tpu. Reference models and tools for Cloud TPUs.

gcp-notebook-executor. This repository contains the logic that can be used to schedule notebook execution on the Google Compute Engine DLVM