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…Jun 26, 2022Jun 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…Jun 26, 2022Jun 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…Apr 25, 2022Apr 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…Mar 29, 2022Mar 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…Mar 28, 2022Mar 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…Mar 21, 20221Mar 21, 20221
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…Mar 18, 2022Mar 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…Mar 8, 2022Mar 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…Mar 8, 20221Mar 8, 20221
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…Feb 17, 2022Feb 17, 2022
