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artopk

ARTopk: Allreduce-compatible Top-k adaptive gradient compression based on multi-objective optimization.

elasticsearch-test

This repository explores the application of inverted indexing and elasticsearch to carry out near real-time (NRT) computations.

estimator

TensorFlow Estimator

grace

GRACE - GRAdient ComprEssion for distributed deep learning

graphalgoscuda

gravac

GraVAC: {Grad}ient {V}ariance-based {A}daptive {C}ompression

horovod

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

indy500

Distributed streaming utility based on Apache Storm for anomaly detection using Numenta's HTM

inlocusanomaly

iot-conf

the configuration files of nginx, avro data serialization conf and schema for the IoT application to gather data from smartphones and smart wearables

iot_spark2.0

this repository is based on Apache Spark v2.0.1 employing datasets. Contains the batch processing code for the IoT application

iot_sparkstreaming

contains the spark streaming code version 1.6, where data is collected from the kafka topic and processed accordingly and ultimately saved into Hbase. There are some java processes running too to listen for new devices in case a certain event is processed, as established by a superuser (for eg.: the app owner triggers a push notification giving location of nearest refreshment store whenever a user travels 'X' number of steps)

miscellaneous

models

Models and examples built with TensorFlow

nodeserver

this repo starts the node server with index.js, where data is serialized into avro format with some appended metdata and a kafka producer is instantiated to save the data in a kafka topic

old_blog

rssfeedutility

Constitutes a distributed rss feed aggregator collecting rss feeds from multiple sources and performing association+indexing of news articles based on events created by user.

sahiltyagi4.github.io

A jekyll based resume template

scadles

Code for ScaDLES: Scalable Deep Learning over Streaming data at the Edge

selsync

SelSync: {Sel}ective {Sync}hronization for distributed data-parallel DNN training.

smartplug

A plug fused with six sockets and a motion sensor that can be controlled from anywhere via Android app. Each socket of the plug can be individually controlled remotely, concurrently accessed via app installed on multiple smartphones. A user can also schedule events to turn on and off a socket at a particular time.

tensorflow

An Open Source Machine Learning Framework for Everyone

tensorflow-without-a-phd

A crash course in six episodes for software developers who want to become machine learning practitioners.

xinu-os