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Title: GitHub - Anamicca23/Bike-Rental-Prediction-Project-using-R: Bike rental prediction, blending predictive analytics and machine learning, optimizes inventory, pricing, and operations. It harnesses historical data, weather patterns, and time dynamics to enhance efficiency and elevate customer experiences.

Open Graph Title: GitHub - Anamicca23/Bike-Rental-Prediction-Project-using-R: Bike rental prediction, blending predictive analytics and machine learning, optimizes inventory, pricing, and operations. It harnesses historical data, weather patterns, and time dynamics to enhance efficiency and elevate customer experiences.

X Title: GitHub - Anamicca23/Bike-Rental-Prediction-Project-using-R: Bike rental prediction, blending predictive analytics and machine learning, optimizes inventory, pricing, and operations. It harnesses historical data, weather patterns, and time dynamics to enhance efficiency and elevate customer experiences.

Description: Bike rental prediction, blending predictive analytics and machine learning, optimizes inventory, pricing, and operations. It harnesses historical data, weather patterns, and time dynamics to enhance efficiency and elevate customer experiences. - Anamicca23/Bike-Rental-Prediction-Project-using-R

Open Graph Description: Bike rental prediction, blending predictive analytics and machine learning, optimizes inventory, pricing, and operations. It harnesses historical data, weather patterns, and time dynamics to enhanc...

X Description: Bike rental prediction, blending predictive analytics and machine learning, optimizes inventory, pricing, and operations. It harnesses historical data, weather patterns, and time dynamics to enhanc...

Opengraph URL: https://github.com/Anamicca23/Bike-Rental-Prediction-Project-using-R

X: @github

direct link

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🚴‍♀️ Bike Rental Prediction - Project using R https://nbviewer.org/github/Anamicca23/Bike-Rental-Prediction-Project-using-R/blob/master/Bike_Renta_Prediction_using_R.ipynb
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https://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#industry-relevance
https://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#table-of-contents
Loading Relevant Librarieshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-loading-relevant-libraries
Addition of File to R Program/R Studiohttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-addition-of-file-to-r-programr-studio
Exploration of Datasethttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#3-exploration-of-dataset
Renaming and Type Conversion of Attributeshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-renaming-and-type-conversion-of-attributes
Typecasting Datetime and Numerical Attributes to Categoryhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-typecasting-datetime-and-numerical-attributes-to-category
Missing Value Analysishttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#3-missing-value-analysis
Visualization of Numerical Variables through Pairplothttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#4-visualization-of-numerical-variables-through-pairplot
Exploring Bike Rental Distribution Using Histogramhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#5-exploring-bike-rental-distribution-using-histogram
Histogram of Target Variable - "Bike Rental Count"https://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#6-histogram-of-target-variable---bike-rental-count
Log Transformation of Bike Rentals and Visualization Using Histogram and Density Plothttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#7-log-transformation-of-bike-rentals-and-visualization-using-histogram-and-density-plot
Correlogram of All Variables Using ggpairshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#8-correlogram-of-all-variables-using-ggpairs
Analysis of Dataset Focusing on Bike Rental Count Using 'explore' Packagehttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#9-analysis-of-dataset-focusing-on-bike-rental-count-using-explore-package
Monthly Distribution of Bike Rental Countshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#10-monthly-distribution-of-bike-rental-counts
Season-wise Monthly Distribution of Bike Rental Countshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#a-season-wise-monthly-distribution-of-bike-rental-counts
Weekday-wise Monthly Distribution of Bike Rental Countshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#b-weekday-wise-monthly-distribution-of-bike-rental-counts
Bike Rentals Counts by Seasonly Distributionhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#11-bike-rentals-counts-by-seasonly-distribution
Boxplot to Visualize Bike Rentals by Seasonhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#a-boxplot-to-visualize-bike-rentals-by-season
Violin Plot for Yearly Distribution of Countshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#b-violin-plot-for-yearly-distribution-of-counts
Exploring Bike Rentals During Holidayshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#12-exploring-bike-rentals-during-holidays
Boxplot for Rentals by Holiday Statushttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#a-boxplot-for-rentals-by-holiday-status
Histogram for Distribution of Rentals on Non-Holidays and On Holidayshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#b-histogram-for-distribution-of-rentals-on-non-holidays-and-on-holidays
Column Plot for Holiday-wise Distribution of Countshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#c-column-plot-for-holiday-wise-distribution-of-counts
Exploration of Working Day-wise Distribution of Countshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#13-exploration-of-working-day-wise-distribution-of-counts
Column Plot for Working Day-wise Distribution of Countshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#a-column-plot-for-working-day-wise-distribution-of-counts
Impact of Weather Conditions on Bike Rentalshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#14-impact-of-weather-conditions-on-bike-rentals
Column Plot for Weather Condition-wise Distribution of Countshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#a-column-plot-for-weather-condition-wise-distribution-of-counts
Temperature Analysishttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#15-temperature-analysis
Combined Temperature Analysis for Temperature and Apparent Temperaturehttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#a-combined-temperature-analysis-for-temperature-and-apparent-temperature
Scatter Plot for Bike Rentals Against Temperature and Apparent Temperature in Celsiushttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#b-scatter-plot-for-bike-rentals-against-temperature-and-apparent-temperature-in-celsius
Boxplot for Bike Rental Count with Outliershttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-boxplot-for-bike-rental-count-with-outliers
Boxplots for Outliers in Temperature, Feel-like Temperature, Humidity, and Windspeedhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-boxplots-for-outliers-in-temperature-feel-like-temperature-humidity-and-windspeed
Outlier Replacement and Imputationhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#3-outlier-replacement-and-imputation
Replacing and Imputing Outliers in Humidity and Windspeedhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#a-replacing-and-imputing-outliers-in-humidity-and-windspeed
Impute Missing Values Using Mean Imputation Methodhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#b-impute-missing-values-using-mean-imputation-method
Combining the Imputed Dataset and Original Datasethttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#4-combining-the-imputed-dataset-and-original-dataset
Exploring Numerical Column for Combined Datasethttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#5-exploring-numerical-column-for-combined-dataset
Correlation Analysis of Combined Datasethttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#6-correlation-analysis-of-combined-dataset
Splitting Dataset for Training and Testinghttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-splitting-dataset-for-training-and-testing
Creating Subsets for Training and Testing Respectivelyhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-creating-subsets-for-training-and-testing-respectively
Encoding Categorical Features for Training Datasethttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-encoding-categorical-features-for-training-dataset
Encoding Categorical Features (Test Dataset)https://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-encoding-categorical-features-test-dataset
Modelling the Training Dataset for LRMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-modelling-the-training-dataset-for-lrm
Cross Validation Prediction for LRMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-cross-validation-prediction-for-lrm
Cross Validation Prediction Plot for LRMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#3-cross-validation-prediction-plot-for-lrm
Model Performance on Test Dataset for LRMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#4-model-performance-on-test-dataset-for-lrm
Prediction Analysis of Models on Test Dataset for LRMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#5-prediction-analysis-of-models-on-test-dataset-for-lrm
Model Evaluation Metrics for LRMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#6-model-evaluation-metrics-for-lrm
Residual Analysis for LRMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#7-residual-analysis-for-lrm
Modelling the Training Dataset for DTRhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-modelling-the-training-dataset-for-dtr
Cross Validation Prediction for DTRhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-cross-validation-prediction-for-dtr
Cross Validation Prediction Plot for DTRhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#3-cross-validation-prediction-plot-for-dtr
Model Performance on Test Dataset for DTRhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#4-model-performance-on-test-dataset-for-dtr
Prediction Analysis of Models on Test Dataset for DTRhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#5-prediction-analysis-of-models-on-test-dataset-for-dtr
Model Evaluation Metrics for DTRhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#6-model-evaluation-metrics-for-dtr
Residual Analysis and Plot for DTRhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#7-residual-analysis-and-plot-for-dtr
Modelling the Training Dataset for RFMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-modelling-the-training-dataset-for-rfm
Cross Validation Prediction for RFMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-cross-validation-prediction-for-rfm
Cross Validation Prediction Plot for RFMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#3-cross-validation-prediction-plot-for-rfm
Model Performance on Test Dataset for RFMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#4-model-performance-on-test-dataset-for-rfm
Prediction Analysis of Models on Test Dataset for RFMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#5-prediction-analysis-of-models-on-test-dataset-for-rfm
Model Evaluation Metrics for RFMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#6-model-evaluation-metrics-for-rfm
Residual Analysis and Plot for RFMhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#7-residual-analysis-and-plot-for-rfm
Calculate RMSE and MAE for Each Modelhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-calculate-rmse-and-mae-for-each-model
Analyzing Accuracy for Each Modelhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-analyzing-accuracy-for-each-model
Selecting Best Modelhttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#3-selecting-best-model
Combine Observed and Predicted Valueshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#1-combine-observed-and-predicted-values
Write Predictions to a CSV Filehttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#2-write-predictions-to-a-csv-file
Display the Predictionshttps://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#3-display-the-predictions
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https://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#-key-components-and-considerations-in-bike-rental-prediction
https://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#dataset-description
https://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#project-structure
https://patch-diff.githubusercontent.com/Anamicca23/Bike-Rental-Prediction-Project-using-R#‍️-bike-rental-prediction-project---task-tracker
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