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Predicting Sensor Readings with Time Series Machine Learning

Predicting Sensor Readings with Time Series Machine Learning Sensors: Sensor Unit ( https://shop.pimoroni.com/products/enviro?variant=31155658457171 ) BME280 temperature, pressure, humidity sensor LTR-559 light and proximity sensor MICS6814 analog gas sensor ADS1015 ADC with spare channel for adding another analog sensor MEMS microphone 0.96-inch, 160 x 80 color LCD Unit Raspberry Pi 4 Intel Movidius 2 JDK 8 MiNIFi Java Agent 0.6.0 Python 3 See :    https://www.datainmotion.dev/2019/12/iot-series-minifi-agent-on-raspberry-pi.html See :     https://learn.pimoroni.com/tutorial/sandyj/getting-started-with-enviro-plus Source :    https://github.com/tspannhw/meetup-sensors/   https://github.com/tspannhw/ClouderaFlowManagementWorkshop    Example Data {"uuid": "rpi4_uuid_omi_20200417211935", "amplitude100": 0.3, "amplitude500": 0.1, "amplitude1000": 0.1, "lownoise": 0.1, "

EdgeAI: Google Coral with Coral Environmental Sensors and TPU With NiFi and MiNiFi (Updated EFM)

EdgeAI:   Google Coral with Coral Environmental Sensors and TPU With NiFi and MiNiFi Building MiNiFi IoT Apps with the new Cloudera EFM  It is very easy to build a drag and drop EdgeAI application with EFM and then push to all your MiNiFi agents. Cloudera Edge Management CEM-1.1.1 Download the newest CEM today! https://www.cloudera.com/downloads/cdf/cem.html https://docs.cloudera.com/cem/1.1.1/release-notes/topics/cem-whats-new.html NiFi Flow Receiving From MiNiFi Java Agent In a cluster in my CDP-DC Cluster I consume Kafka messages sent from my remote NiFi gateway to publish alerts to Kafka and push records to Apache HBase and Apache Kudu .  We filter our data with Streaming SQL. We can use SQL to route, create aggregates like averages, chose a subset of fields and limit data returned.   Using the power of Apache Calcite, Streaming SQL in NiFi is a game changer against Record Data Types including CSV, XML, Avro, Parq

Cloudera Edge2AI: MiNiFi Java Agent with Raspberry Pi and Thermal Camera and Air Quality Sensor - Part 1

MiNiFi with Thermal Cameras and Air Quality Sensors Cloudera Edge2AI:  MiNiFi Java Agent with Raspberry Pi and Thermal Camera and Air Quality Sensor - Part 1 Use Case / Overview: We need to track heat signatures, web camera images, gas and other readings from a remote workers office.   This is for occupancy analytics and safety monitoring.   We can extend this to field and remote sites where levels of temperatures, movements, noxious gases and other real world items may cause risk to our staff. For tracking room temperature and humidity we have other sensors:    https://www.datainmotion.dev/2019/12/iot-series-minifi-agent-on-raspberry-pi.html https://www.datainmotion.dev/2019/10/using-grovepi-with-raspberry-pi-and.html https://www.datainmotion.dev/2019/09/powering-edge-ai-for-sensor-reading.html https://www.datainmotion.dev/2019/12/easy-deep-learning-in-apache-nifi-with.html We can also track things like GPS, overhead plane traffic, regionalized social media reports, news