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Created over 6 years ago
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kaiwaehner

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Machine Learning Infrastructure leveraging Apache Kafka Ecosystem, PipelineAI, Kubernetes and Docker

kafka-streams-machine-learning-examples

This project contains examples which demonstrate how to deploy analytic models to mission-critical, scalable production environments leveraging Apache Kafka and its Streams API. Models are built with Python, H2O, TensorFlow, Keras, DeepLearning4 and other technologies.

Java

816

hivemq-mqtt-tensorflow-kafka-realtime-iot-machine-learning-training-inference

Real Time Big Data / IoT Machine Learning (Model Training and Inference) with HiveMQ (MQTT), TensorFlow IO and Apache Kafka - no additional data store like S3, HDFS or Spark required

Jupyter Notebook

386

ksql-udf-deep-learning-mqtt-iot

Deep Learning UDF for KSQL for Streaming Anomaly Detection of MQTT IoT Sensor Data

Java

282

kafka-connect-iot-mqtt-connector-example

Internet of Things Integration Example => Apache Kafka + Kafka Connect + MQTT Connector + Sensor Data

Shell

201

tensorflow-serving-java-grpc-kafka-streams

Kafka Streams + Java + gRPC + TensorFlow Serving => Stream Processing combined with RPC / Request-Response

Java

142

python-jupyter-apache-kafka-ksql-tensorflow-keras

Making Machine Learning Simple and Scalable with Python, Jupyter Notebook, TensorFlow, Keras, Apache Kafka and KSQL

Jupyter Notebook

ksql-fork-with-deep-learning-function

Deep Learning UDF for KSQL, the Streaming SQL Engine for Apache Kafka with Elasticsearch Sink Example

Java

ksql-machine-learning-udf

Confluent KSQL Addon - User Defined Function (UDF) for Machine Learning

Java

ksql-apache-kafka-quickstart-step-by-step-example

KSQL Step-by-step tutorial using the basic functions of Apache Kafka's Streaming SQL Engine

MavenCamelScala

A working

kafka-streams-machine-learning-docker-microservice

A Kafka Streams Microservice (using Machine Learning) deployed as a Docker Container

Java

kafka-connect-smt-string-filter

Single Message Transformation (SMT) for Kafka Connect to Filter String Messages

Java

camel-infoq

Introduction Demo of Apache Camel (InfoQ article)

Java

kafka-streams-python-integration-with-jep

Calling Python Code / Script in Kafka Streams with Jep (TensorFlow Keras Example)

tensorflow-tfserving-cloud-apache-kafka-streams

Model Inference with Apache Kafka, Kafka Streams and a TensorFlow model deployed to TF-Serving (Google Cloud ML Engine)

Java

musiccrawler

Erlang

gradlePlayApp

tensorflow-kafka-confluent-google-cloud

Deep Learning at Extreme Scale with TensorFlow and Apache Kafka / Confluent on Google Cloud

Jupyter Notebook

keras-tensorflow-model-inference-kafka-streams-ksql-dl4j

Keras Tensorflow Model deployed for Inference in Kafka Streams / KSQL microservice via Deeplearning4j

Java

kaiwaehner/Apache-Kafka-PipelineAI-Machine-Learning-Infrastructure

kaiwaehner

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