Subashcoder Price_Prediction_and_Optimization issues

Subashcoder / Price_Prediction_and_Optimization

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Hyperparameter Tuning for ## Multilayer Perceptron (MLP) model

#50 BikashThapa opened 5 hours ago
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Hyperparameter Tuning for XGBoost Model

#49 BikashThapa opened 5 hours ago
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Calculate Interpretability for XGBoost, Generate XGBoost feature importance plots

#48 Prabhsimran18 closed 5 hours ago
1
Calculate Interpretability for MLP, Create MLP feature importance plots

#47 Prabhsimran18 closed 5 hours ago
1
Implement Interpretability for LSTM, Generate LSTM feature importance visualizations

#46 Prabhsimran18 opened 6 hours ago
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Create XGBoost hyperparameter search space, Run grid search for XGBoost, Analyze XGBoost tuning results and select best model

#45 Prabhsimran18 closed 5 hours ago
1
Set up MLP hyperparameter search space, Execute grid search for MLP, Analyze MLP tuning results and select best model

#44 Prabhsimran18 closed 5 hours ago
1
Design hyperparameter search space for LSTM, Run grid search for LSTM optimization, Analyze LSTM tuning results and select best model

#43 Prabhsimran18 opened 6 hours ago
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Configure XGBoost model for price prediction , Train XGBoost with initial parameters

#42 Prabhsimran18 closed 6 hours ago
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Set up SVR model configuration, Train SVR model with base parameters [ FAILED ]

#41 Prabhsimran18 closed 6 hours ago
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Implement MLP architecture for price prediction, Train MLP model with initial parameters

#40 Prabhsimran18 closed 6 hours ago
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Configure LSTM architecture for time-series price prediction, Train initial LSTM model with base parameters

#39 Prabhsimran18 closed 6 hours ago
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Design cross-validation strategy, Implement data splitting pipeline, Create validation set criteria for Dynamic Pricing Model

#38 Prabhsimran18 closed 6 hours ago
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Design cross-validation strategy, Implement data splitting pipeline, Create validation set criteria for Location Recommendation Model

#37 Prabhsimran18 opened 6 hours ago
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Implement dimension reduction techniques, Document selected features with rationale, Create final feature set pipeline for Dynamic Pricing Model

#36 Prabhsimran18 closed 6 hours ago
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Implement dimension reduction techniques, Document selected features with rationale, Create final feature set pipeline for Location Recommendation Model

#35 Prabhsimran18 opened 6 hours ago
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Perform correlation analysis, Run feature importance analysis for Dynamic Pricing Model

#34 Prabhsimran18 closed 6 hours ago
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Perform correlation analysis, Run feature importance analysis for Location Recommendation Model

#33 Prabhsimran18 opened 6 hours ago
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Transform geographical features, Build feature transformation pipeline

#32 Prabhsimran18 opened 6 hours ago
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Implement numerical feature scaling, Encode categorical variables, Create text feature embeddings for Pricing Model

#31 Prabhsimran18 closed 6 hours ago
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Generate host-based features, Generate Description-based features for Pricing Model

#30 Prabhsimran18 closed 6 hours ago
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Generate location-based features, Create amenity-based features

#29 Prabhsimran18 opened 6 hours ago
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Create time-based features (seasons, holidays)

#28 Prabhsimran18 opened 6 hours ago
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Clean text features (reviews, descriptions), Standardize location data, Handle duplicate listings, Create data cleaning pipeline

#27 Prabhsimran18 opened 6 hours ago
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Handle missing values systematically, Remove outliers with documentation

#26 Prabhsimran18 opened 6 hours ago
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Study correlations between features, Generate geographical price heatmaps

#25 Prabhsimran18 opened 6 hours ago
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Generate basic statistical analysis report, Create price distribution analysis by location, Analyze seasonal price patterns

#24 Prabhsimran18 opened 6 hours ago
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Download and organize 12 months of InsideAirbnb data, Create data validation checks, Implement data merging script for 12-month data

#23 Prabhsimran18 closed 6 hours ago
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data gathering

#22 Prabhsimran18 opened 6 hours ago
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Final DashBoard and website

#21 Subash049 opened 7 hours ago
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Deployment

#20 Subash049 opened 7 hours ago
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Demo

#19 Subash049 opened 7 hours ago
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Price prediction Model

#18 Subash049 opened 8 hours ago
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Model Interaction

#17 Subashcoder opened 8 hours ago
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Model Interpretability

#16 Subashcoder opened 8 hours ago
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Hyperparameter Tuning (Feed-Forward Network / Fully Connected NN)

#15 Kushal-ghimire opened 8 hours ago
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Building Recommendation Engine

#14 Subash049 opened 11 hours ago
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Pipeline for Feature Engineering and Dimensionality Reduction

#13 BikashThapa closed 12 hours ago
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Model Tuning CNN

#12 BikashThapa closed 12 hours ago
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Pipeline for Data Transformation

#11 BikashThapa closed 12 hours ago
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Time Series Modeling

#10 KeshavGautam77 opened 1 month ago
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CNN Based Modeling

#9 KeshavGautam77 closed 2 weeks ago
1
Feature Engineering and Selection

#8 Subashcoder closed 3 weeks ago
1
Dashboard Development

#7 Subashcoder closed 3 weeks ago
1
Exploratory Data Analysis (EDA)

#6 Subashcoder closed 3 weeks ago
3
Data Transformation

#5 Subashcoder closed 13 hours ago
1
Data Cleaning

#4 Subashcoder closed 3 weeks ago
1
Big Data Environment Setup

#3 Subashcoder closed 3 weeks ago
1
Data Acquisition and Initial Processing

#2 Subashcoder closed 1 month ago
1
Environment Setup

#1 Subashcoder closed 2 weeks ago
0