Customer Churn Analysis & Prediction

Customer Churn Analysis & Prediction with ML Models EDA NEURAL NETWORKS LOGISTIC REGRESION XG BOOST Data Source : KAGGLE https://www.kaggle.com/datasets/mnassrib/telecom-churn-datasets   This project as a Data Science ML Project I have performed: Data Preparation: Load and inspect the datasets. Exploratory Data Analysis (EDA): Understand the data, handle missing values, and visualize key relationships. Feature Engineering: […]

Analysis & Predictive Modelling Compounds for Studying Environmental Exposures (PubMed)

Analysis & Predictive Modelling Compounds for Studying Environmental Exposures (PubMed) EDA PYTHON LINER REGRESSION rdkit Data Source : Kaggle https://www.kaggle.com/datasets/thedevastator/pubchemlite-compound-collection-for-exposomics-3 Exploratory Data Analysis (EDA): Visualize distribution of compounds based on PubMed_Count and Patent_CountIdentify most common MolecularFormula and SMILES structuresAnalyze frequency and types of annotations (AnnoTypeCount)Predictive Modeling: Predict ToxicityInfo based on molecular features (SMILES, MolecularFormula): Classify […]