{"repo":"minhbtnguyen/rentalgpt","free":true,"listed":false,"github":"https://github.com/minhbtnguyen/rentalgpt","clone":"git clone https://github.com/minhbtnguyen/rentalgpt.git","description":"Rental app with in-depth data analysis, interactive data visualization, predictive analytics, and chatbot using Dash. Selected as Plotly-Dash’s Top GenAI Project","language":"Jupyter Notebook","stars":26,"topics":["dash","prop-tech","python","sqlalchemy","sqlite","bert","docker","gcp","yolov5","huggingface"],"license":null,"category":"databases-storage","readme_excerpt":"RentalGPT Dash App Selected as Plotly’s Top ChatGPT & Generative AI Project I present the data analysis, data visualization, and Dash application development called \"RentalGPT\", an interactive, user friendly dashboard that provides services to multiple stakeholders. Using the \"Two Sigma Connect: Rental Listing Inquiries\" dataset collected from Kaggle, we can do in-depth data analysis, interactive data visualization, and an app that has predictive analytics and virtual assistance. Data Science Life Cycle Business Understanding & Data Acquisition The datasets can be found here). - train.json : the training set. - images sample.zip : listing images organized by listing id (a sample of 100 listings) - Kaggle-renthop.7z : listing images organized by listing id. Total size: 78.5 GB compressed. Note : for this project, we will consider the training dataset as a full-dataset, as our goal is not to beat the competition, but to build a tool for data analysis and usages. Data Processing & Feature Engineering Using various techniques - Tabular Feature Extraction. - Sentimental Extraction via HuggingFace's pretrained BERT (benchmark on SST dataset). - Image Feature Extraction via PyTorch's YOLO.v5. Notebooks EDA Explore the dataset, reveal underlying information by plotting static plots for processed features. Here's the list of analysis: outlider detection & removal , PCA , statistical test (K-S, Shapiro-Witt, D'K^2), Bar plot , Count plot , Pie chart , Distribution plot , Pair plot , He","default_branch":null,"files":null,"tree":[],"storefront":"/r/minhbtnguyen","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/minhbtnguyen/rentalgpt/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}