Dev Advocate, Pinecone and Freelance ML
Senior Applied Scientist, Amazon
Data Scientist, Boeing
Data Scientist, SwissRe
Spark Project - Discuss real-time monitoring of taxis in a city. The real-time data streaming will be simulated using Flume. The ingestion will be done using Spark Streaming.
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The era of IOT brought with it the need to stream data, process and sometimes display its information in real or near-real time.
In this spark streaming project, we will be using a dataset that passes for real-time data sensor feeds for tracking auto vehicles around the city of Bejing. We will track each vehicle as the signal is received from our streaming simulation (using Flume). We will receive the streams of data using Spark Streaming and use the Redis as a pub/sub middleware.
Furthermore, we will use a java swing based application to display real-time information about all vehicles being tracked. While tracking the vehicle, we will be looking for indexes like current speed, total time and distance covered.
While this spark project is about tracking autos, the principles shared in this big data project will cover wide areas of implementing real-time sensor data processing and much more IOT.
Dataset:
Please download the dataset from here.
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