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data-preparation-and-analysis

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shreyansh-2003 / Hands-On-With-Machine-Learning-Algorithms

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This repository contains a collection of labs that explore various machine learning algorithms and techniques. Each lab focuses on a specific topic and provides detailed explanations, code examples, and analysis. The labs cover clustering, classification and regression algos, hyperparameter tuning, data-preprocessing and various evaluation metrics.

machine-learning linear-regression exploratory-data-analysis data-visualization seaborn scipy logistic-regression support-vector-machine gradient-descent regression-models statsmodels evaluation-metrics decision-tree-classifier kmeans-clustering hierarchical-clustering classification-algorithm sklearn-library clustering-algorithms data-preparation-and-analysis
  • Updated Jun 22, 2024
  • Jupyter Notebook

shreyas-singhal / Bike-Sharing-Case-Study

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The Bike Sharing Company wants to understand the independent variables on their past data to analyze and create a machine learning model to understand the demand of the bike and accordingly plan a business strategy.

python heatmap exploratory-data-analysis jupyter-notebook data-cleaning linear-regression-models boxplot numpy-library pandas-library training-data testing-data matplotlib-python seaborn-plots dummy-variables minmaxscaler data-preparation-and-analysis
  • Updated Jan 28, 2023
  • Jupyter Notebook

krishcy25 / Building-several-Classification-MachineLearning-Algorithms

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This repository focuses on building several Classification Machine Learning algorithms from scratch following the standard approach of using Data Exploration/Data Preparation techniques. Several algorithms (Logistic, XGBoost, KNN, SVC, Naive Bayes) were trained and used to predict the unseen data. All the algorithms were built as part of Analyti…

naive-bayes-classifier logistic-regression data-exploration support-vector-machines model-building analytics-vidhya-competition knn-classification xgboost-classifier data-preparation-and-analysis
  • Updated Jul 31, 2020
  • Jupyter Notebook

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