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Fallou
Tall
Lead Data Engineer - Azure, Databricks and Google Cloud Certified
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Experiences
Data Engineer & Data Scientist (Consultant): Implementation of a digital data monetization platform
Orange - Senegal
October 2018 to April 2019
Set up the micro-services architecture composed by the stack Kubernetes, Kafka, Cassandra, Spark and Node.js
Extract CDRs and Probs data from Kafka, then transform and store in Cassandra via Spark-Streaming
Develop a model for locating the living and working places of Orange customers in Dakar from CDRs data with Spark
Develop a model for determining the origin-destination matrix of Orange customers in Dakar from probs data with Spark
Validate algorithms with the urban transportation service data and demographic data
Extrapolate the results obtained on the entire population of Dakar
Predict population movements in Dakar by machine learning with SparkML based on origin-destination data combined with probes data
Dockerize and deploy the Spark applications on Kubernetes
Stack: Cassandra, Kafka, Kubernetes, Scala, Spark