Sandipan PaulDistance Metrics in Machine Learning In Python IN SHORTDistance MetricsJan 22, 2023Jan 22, 2023
Sandipan PaulLinear Regression Assumptions in Python IN SHORTIf the assumptions are not satisfied, the interpretation of the results will not always be valid.Jan 16, 2023Jan 16, 2023
Sandipan PaulBias Variance Tradeoff and Under Fit Over Fit in Machine Learning IN SHORTMachine Learning Error = Bias error + Variance error + Irreducible errorJan 16, 2023Jan 16, 2023
Sandipan PaulMissing Value and Outlier Detection in Python IN SHORT“To ensure that the trained model generalises and stabilises well to the valid range of test inputs, it’s important to detect then handle…Jan 8, 20231Jan 8, 20231
Sandipan PaulExploratory Data Analysis (EDA) Revision IN SHORTAll the topics in EDA for reference (links are attached for in-depth reference)Dec 30, 2022Dec 30, 2022
Sandipan PaulFeature Engineering in python IN SHORTFeature engineering is the process of selecting, manipulating and transforming raw data into features.Nov 9, 2022Nov 9, 2022
Sandipan PaulUnivariate Analysis in python IN SHORTThe term univariate analysis refers to the analysis of one variable. We can remember this because the prefix “uni” means “one.”Nov 5, 2022Nov 5, 2022
Sandipan PaulExploratory Data Analysis in 4 Overall Steps IN SHORTIt is a good practice to understand the data first and try to gather as many insights from it. EDA is all about making sense of the data in…Nov 3, 2022Nov 3, 2022
Sandipan PaulSampling Error, Standard Error, Sampling Technique and Sample Size IN SHORTSampling ErrorNov 2, 2022Nov 2, 2022
Sandipan PaulHypothesis Testing, Confidence Interval, Significance Level and P Value IN SHORTHypothesis TestNov 1, 2022Nov 1, 2022
