Update Home.py

Home.py

@@ -12,33 +12,33 @@ st.markdown(
     <img src="https://cdn-uploads.huggingface.co/production/uploads/675fab3a2d0851e23d23cad3/tpHrHhRfshOlltp16c7YZ.jpeg" width="100%" />
     """, 
     unsafe_allow_html=True
-)# # Display an image from a file
-st.subheader("Hotel Data Analysis Model Creation Flow")
-st.markdown("![Beige Neutral Flowchart Graph Template.gif](https://cdn-uploads.huggingface.co/production/uploads/675fab3a2d0851e23d23cad3/owTdXfE7l7CdXQPSaAqBX.gif)")
-
+)
 st.markdown("""
 ## Predicting Customer Preferences and Optimizing Pricing:
-#### 📊 Data Exploration and Preprocessing:
+##### 📊 Data Exploration and Preprocessing:
 - <span style="font-size:20px;">Cleaning and preparing data by handling missing values, encoding categorical features like *"category"* and *"location,"* and normalizing numerical data such as *"price"* and *"rating."*</span>
 - <span style="font-size:20px;">Analyzing trends in **customer reviews**, **cashback offers**, **discounts**, and **free services** to identify influential factors.
 
-#### 🤖 Predictive Modeling:
+##### 🤖 Predictive Modeling:
 - <span style="font-size:20px;">**Target Variable**: Predicting key metrics like *price category*, *likelihood of cancellation*, or *hotel ratings.*</span>
 - <span style="font-size:20px;">**Model Selection**: Building ML models such as **Decision Trees**, **Random Forests**, or **Gradient Boosting** for classification or regression tasks.</span>
 - <span style="font-size:20px;">**Feature Engineering**: Extracting insights from **review text** (via text sentiment analysis) or **free services** (binary encoding).</span>
 
-#### 📈 Model Evaluation:
+##### 📈 Model Evaluation:
 - <span style="font-size:20px;">Comparing model performance using metrics like **accuracy**, **F1 score**, or **RMSE**, depending on the task.</span>
 - <span style="font-size:20px;">Employing techniques like **hyperparameter tuning** and **cross-validation** for optimization.</span>
 
-#### 💼 Insights and Deployment:
+##### 💼 Insights and Deployment:
 - <span style="font-size:20px;">Unveiling actionable insights from **feature importance** to guide hotel marketing and pricing strategies.</span>
 - <span style="font-size:20px;">Deploying the model in a user-friendly interface to support stakeholders in making real-time decisions.</span>
 
-#### By integrating **machine learning** with **data analysis**, this project empowers hotel businesses to enhance customer satisfaction, optimize pricing strategies, and maximize profitability.
+##### By integrating **machine learning** with **data analysis**, this project empowers hotel businesses to enhance customer satisfaction, optimize pricing strategies, and maximize profitability.
 """, unsafe_allow_html=True)
 
-import streamlit as st
+# # Display an image from a file
+st.subheader("Hotel Data Analysis Model Creation Flow")
+st.markdown("![Beige Neutral Flowchart Graph Template.gif](https://cdn-uploads.huggingface.co/production/uploads/675fab3a2d0851e23d23cad3/owTdXfE7l7CdXQPSaAqBX.gif)")
+
 
 # Define the URL of the background image (use your own image URL)
 background_image_url = "https://cdn-uploads.huggingface.co/production/uploads/675fab3a2d0851e23d23cad3/DmapBvMrtWJ2e-hVuW5wL.jpeg"