Sourabh PotnisBias and varianceIn your Machine Learning project when training and evaluating model, in order to improve performance should you get more training data or…4 min read·Jun 26, 2022----
Sourabh PotnisMachine Learning algorithms: Linear ModelsFor regrssieon problems, linear regression is a good starting point as it is simple, fast, easy to fit and interpretable. It can be…6 min read·Jun 26, 2022----
Sourabh PotnisMachine Learning algorithms: Ensemble ModelsIn your Machine learning project in order to improve the performance/robustness of a single model, you can use ensemble models, where we…4 min read·Apr 25, 2022----
Sourabh PotnisData Science : PresentationPresenting your insights is the most important step of your Data science problem solving process. Because if you don’t get this right all…4 min read·Mar 29, 2022----
Sourabh PotnisData Science: Privacy, Fairness, Audit and ComplianceWe have discussed ene to end Data Science workflow in previous chapters. There are certain aspects in this process that are generally not…5 min read·Mar 28, 2022----
Sourabh PotnisSetting up your Data Science projectWhenever you start with any data scinece/machine learning project, setting up your project enviornment is very important. In this chapter…3 min read·Mar 21, 2022--1--1
Sourabh PotnisData Science: Model deploymentIn last chapter we discussed Model evaluation. In this chapter we will discuss how to deploy your machine learning model in production and…6 min read·Mar 18, 2022----
Sourabh PotnisData Science : Data preparationIn previous post, we have discussed important aspects of data understanding and exploration. In this chapter we will discuss Data…8 min read·Mar 8, 2022----
Sourabh PotnisData Science: Data understanding, gathering and explorationIn the previous post, we discussed Business understanding and defining a problem. In this post we will discuss data gathering…3 min read·Mar 8, 2022--1--1
Sourabh PotnisData Science: Business understanding and defining a problemIn our previous post of the series, we discussed the end-to-end Data Science workflow. In this post, we will discuss how to define a…4 min read·Feb 17, 2022----