Update pages/3_Life Cycle Of ML Project

pages/3_Life Cycle Of ML Project

@@ -0,0 +1,55 @@
+import streamlit as st
+
+# Function to display content based on button click
+def display_content(stage):
+    if stage == "Problem Definition":
+        st.markdown("### Problem Definition\nIdentify the problem you want to solve and set clear objectives and success criteria.")
+    elif stage == "Data Collection":
+        st.markdown("### Data Collection\nGather relevant data from various sources and store it in a structured format.")
+    elif stage == "Data Preparation":
+        st.markdown("### Data Preparation\nClean, transform, and engineer features from the data to prepare it for modeling.")
+    elif stage == "Exploratory Data Analysis (EDA)":
+        st.markdown("### Exploratory Data Analysis (EDA)\nVisualize and analyze the data to understand its distributions and relationships.")
+    elif stage == "Model Selection":
+        st.markdown("### Model Selection\nChoose appropriate machine learning algorithms and develop a baseline model.")
+    elif stage == "Model Training":
+        st.markdown("### Model Training\nTrain the model using the training data and optimize its parameters.")
+    elif stage == "Model Evaluation":
+        st.markdown("### Model Evaluation\nAssess the model's performance using various metrics and cross-validation techniques.")
+    elif stage == "Model Deployment":
+        st.markdown("### Model Deployment\nIntegrate the trained model into a production environment and monitor its performance.")
+    elif stage == "Model Maintenance":
+        st.markdown("### Model Maintenance\nPeriodically retrain the model with new data and update features as needed.")
+    elif stage == "Documentation and Reporting":
+        st.markdown("### Documentation and Reporting\nDocument the entire project and share the results and insights with stakeholders.")
+
+# Title and Introduction
+st.title("Machine Learning Project Lifecycle")
+st.markdown("Click on a stage to learn more about it.")
+
+# Buttons for each stage
+st.button("Problem Definition", on_click=display_content, args=("Problem Definition",))
+st.button("Data Collection", on_click=display_content, args=("Data Collection",))
+st.button("Data Preparation", on_click=display_content, args=("Data Preparation",))
+st.button("Exploratory Data Analysis (EDA)", on_click=display_content, args=("Exploratory Data Analysis (EDA)",))
+st.button("Model Selection", on_click=display_content, args=("Model Selection",))
+st.button("Model Training", on_click=display_content, args=("Model Training",))
+st.button("Model Evaluation", on_click=display_content, args=("Model Evaluation",))
+st.button("Model Deployment", on_click=display_content, args=("Model Deployment",))
+st.button("Model Maintenance", on_click=display_content, args=("Model Maintenance",))
+st.button("Documentation and Reporting", on_click=display_content, args=("Documentation and Reporting",))
+
+# Author Details
+author_name = "Your Name"
+author_email = "your.email@example.com"
+author_website = "https://yourwebsite.com"
+
+st.markdown(
+    f"""
+    <h3 style='text-align: left; color: green;'>Author Details</h3>
+    <p><strong>Author:</strong> {author_name}</p>
+    <p><strong>Email:</strong> {author_email}</p>
+    <p><strong>Website:</strong> <a href='{author_website}' target='_blank'>Visit Here</a></p>
+    """,
+    unsafe_allow_html=True
+)