Introduction As the field of analytics matures, moving from descriptive to prescriptive analytics has become the gold standard for businesses aiming to make data-driven decisions. The linchpin that enables this transformation is the generation of actionable and valuable insights. For insights to be truly transformative, they must meet four critical criteria: they should be actionable, … Continue reading Generating Insights: The Gateway from Descriptive to Prescriptive Analytics
Deploying local web services via Azure Machine Learning Services (AzureML)
Here are the steps on fixing the below error message upon deploying local web services via AzureML. "Message: Failed to create Docker client. Is Docker running/installed?When you deploy locally, we download a dockerfileexecute docker build on it, and docker run the built container for youError: Error while fetching server API version: (5, 'CreateFile', 'Access is … Continue reading Deploying local web services via Azure Machine Learning Services (AzureML)
Creating a fixed DNS IP endpoint for AzureML AKS Deployments
Once you've successfully deployed the service to AKS, But you would like the scoring URI to be a static DNS name. 1) Find the node resource group containing the AKS cluster. a. Open Command Line, run command "az aks show --resource-group xxx --name xxx". You might need to install az cli from https://docs.microsoft.com/en-us/cli/azure/install-azure-cli?view=azure-cli-latest if you haven't already … Continue reading Creating a fixed DNS IP endpoint for AzureML AKS Deployments
Variable selection using LASSO
Data analysts and data scientists use different regression methods for different kinds of analytics problems. From the simplest ones to the most complex ones. One of the most talked-about methods is the Lasso. Lasso was often described as one of the most useful linear regression tools and we are about to find out why. LASSO … Continue reading Variable selection using LASSO
Using empath to analyze movie reviews
More and more businesses are now leveraging on their knowledge of what the customers want through feedback and reviews to improve their business processes. Thus, the ability to capture and understand the customers fast is now the real game among enterprises. A lot of tools were already being used by large companies to acquire and … Continue reading Using empath to analyze movie reviews
Using ggplot to plot pie charts on a geographical map
In this post, we would go through the steps to plot pie charts on a world map, just like the one below. This image probably scared you as much as it did to me when I realized I need to create something the same as this. "How am I supposed to do this thing when … Continue reading Using ggplot to plot pie charts on a geographical map