--- title: "Olaoye Anthony Somide (@kamparia) | Hashnode" description: "GIS Software Engineer. Read the latest articles by Olaoye Anthony Somide on Hashnode." url: "https://hashnode.com/@kamparia" --- @kamparia # Olaoye Anthony Somide @kamparia · Rome, Italy · Joined August 2020 GIS Software Engineer [Website](http://somideolaoye.com/) ### [Amazon Redshift ML - Creating Machine Learning Models with Standard SQL.](https://blog.somideolaoye.com/amazon-redshift-ml-creating-machine-learning-models-with-standard-sql?utm_source=hashnode&utm_medium=feed) Using SQL to predict telecoms customer churn based on customer activity data (95+% accuracy). 7 min read · [blog.somideolaoye.com](https://blog.somideolaoye.com/amazon-redshift-ml-creating-machine-learning-models-with-standard-sql?utm_source=hashnode&utm_medium=feed) [Jun 7, 2021](https://hashnode.com/posts/amazon-redshift-ml-creating-machine-learning-models-with-standard-sql/60bdb669e36d51141c95d63c) ### [Using Elasticsearch & Kibana for Real-time Covid-19 Data Analytics](https://blog.somideolaoye.com/using-elasticsearch-and-kibana-for-real-time-covid-19-data-analytics?utm_source=hashnode&utm_medium=feed) Analyzing data in real-time gives us the opportunity to derive important insights from data and respond to events as they occur. More than any other topic, COVID-19 was the most discussed topic globally in 2020. Since the beginning of the outbreak,... 11 min read · [blog.somideolaoye.com](https://blog.somideolaoye.com/using-elasticsearch-and-kibana-for-real-time-covid-19-data-analytics?utm_source=hashnode&utm_medium=feed) [1](https://hashnode.com/posts/using-elasticsearch-and-kibana-for-real-time-covid-19-data-analytics/60263ff3c6d91052dafe99c3) [Feb 12, 2021](https://hashnode.com/posts/using-elasticsearch-and-kibana-for-real-time-covid-19-data-analytics/60263ff3c6d91052dafe99c3) ### [FastAPI: Deploy Containerized Apps On Google Cloud Run](https://blog.somideolaoye.com/fastapi-deploy-containerized-apps-on-google-cloud-run?utm_source=hashnode&utm_medium=feed) FastAPI is a modern and fast Python web framework for building backend applications. FastAPI comes with support for API documentation powered by Swagger, security modules, and type checking to ensure correctness in code. Why choose FastAPI over othe... 9 min read · [blog.somideolaoye.com](https://blog.somideolaoye.com/fastapi-deploy-containerized-apps-on-google-cloud-run?utm_source=hashnode&utm_medium=feed) [1](https://hashnode.com/posts/fastapi-deploy-containerized-apps-on-google-cloud-run/5ffd5ac709213c0838476860) [Jan 12, 2021](https://hashnode.com/posts/fastapi-deploy-containerized-apps-on-google-cloud-run/5ffd5ac709213c0838476860) ### [Building Pipeline For Data Harvesting With Apache Airflow](https://blog.somideolaoye.com/building-pipeline-for-data-harvesting-with-apache-airflow?utm_source=hashnode&utm_medium=feed) Apache Airflow is an open-source workflow automation tool that can be used to programmatically author, schedule, and monitor data processing pipelines. Airflow originated at Airbnb in 2014 and became a top-level open-source project under Apache Soft... 10 min read · [blog.somideolaoye.com](https://blog.somideolaoye.com/building-pipeline-for-data-harvesting-with-apache-airflow?utm_source=hashnode&utm_medium=feed) [Dec 16, 2020](https://hashnode.com/posts/building-pipeline-for-data-harvesting-with-apache-airflow/5fd9b4a5ea368e206535dcde) ### [Automating ArcGIS Enterprise Workflows using ArcGIS API for Python](https://blog.somideolaoye.com/automating-arcgis-enterprise-workflows-using-arcgis-api-for-python?utm_source=hashnode&utm_medium=feed) More and more GIS-enabled organizations are automating their entire GIS workflows to increase efficiency, decrease operation cost, and improve service performance. If an operational task becomes repetitive the best way forward is to automate such tas... 10 min read · [blog.somideolaoye.com](https://blog.somideolaoye.com/automating-arcgis-enterprise-workflows-using-arcgis-api-for-python?utm_source=hashnode&utm_medium=feed) [1](https://hashnode.com/posts/automating-arcgis-enterprise-workflows-using-arcgis-api-for-python/5fbbd1fd30fc2d1b859e1f0e) [Nov 23, 2020](https://hashnode.com/posts/automating-arcgis-enterprise-workflows-using-arcgis-api-for-python/5fbbd1fd30fc2d1b859e1f0e)