Published inGen AI AdventuresUnderstanding Linear Regression Models in Machine LearningA linear model is the backbone of machine learning and statistical analysis. They form the foundation of understanding the relationships…7h ago7h ago
Published inGen AI AdventuresOverfitting, Underfitting, and Achieving the Best Fit in Machine LearningBuilding a machine learning model isn’t always about accuracy; it’s finding the balance between overfitting, underfitting, and best fit…3d ago3d ago
Published inGen AI AdventuresThe Laziest Machine Learning Algorithm: K-NNK-Nearest Neighbors (K-NN) is a simple yet powerful machine learning algorithm that can be applied to both classification and regression…Jan 3Jan 3
Published inGen AI AdventuresPre-Processing Data for Machine LearningData pre-processing is a critical step in ML pipeline to ensure the data is clean, consistent, and ready for model building…Jan 1Jan 1
Published inGen AI AdventuresKey Evaluation Metrics For AI Model PerformanceA guide for when to use which evaluation metrics (for classification and regression problems)Dec 30, 2024Dec 30, 2024
Published inGen AI AdventuresMultivariate Analysis: Relationships Between Multiple VariablesWith complex datasets, understanding the relationships between multiple variables is a key step in gaining actionable insights…Dec 27, 2024Dec 27, 2024
Published inGen AI AdventuresBivariate Analysis: Exploring Relationships Between VariablesIn data analysis and ML, Bivariate analysis a.k.a. understanding the relationship between two variables is the name of the game.Dec 25, 2024Dec 25, 2024
Published inGen AI AdventuresHandling Missing Values and Outliers in Data AnalysisWhen working with real-world datasets, encountering missing values and outliers is inevitable. Both are crucial aspects to address during…Dec 23, 2024Dec 23, 2024
Published inGen AI AdventuresIntro to Data, Statistics, Probability and Sets for Machine LearningMachine learning often feels like magic, but at its core lies a solid foundation in data, statistics, sets, and probability. This…Dec 20, 2024Dec 20, 2024
Published inGen AI AdventuresUnivariate Analysis for Continuous and Categorical VariablesUnivariate analysis can identify patterns, potential issues, and transformations that may improve ML model performance…Dec 19, 2024Dec 19, 2024