Update pages/3_Life Cycle Of ML Project.py

pages/3_Life Cycle Of ML Project.py

@@ -8,22 +8,22 @@ def display_content(stage):
         st.markdown("### Problem Statement\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 == "Simple EDA":
+        st.markdown("### Simple EDA\nPerform exploratory data analysis to understand data distributions and relationships..")
+    elif stage == "Data Pre-Processing":
+        st.markdown("### Data Pre-Processing\nhere we convert raw data into cleaned data, it involves two steps Cleaning and Transforming.")
     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 == "Feature Engineering":
+        st.markdown("### Feature Engineering\nHere we can create our own new features.")
     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 Testing":
+        st.markdown("### Model Testing\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.")
+    elif stage == "Monitoring":
+        st.markdown("### Monitoring\nPeriodically retrain the model with new data and update features as needed.")
 
 # Title and Introduction
 st.title(":red[Lifecycle of a Machine Learning Project]")
@@ -38,19 +38,19 @@ if st.button(":blue[🌟 Problem Statement]"):
     display_content("Problem Statement")
 if st.button(":blue[📊 Data Collection]"):
     display_content("Data Collection")
-if st.button(":blue[🛠️ Data Preparation]"):
-    display_content("Data Preparation")
-if st.button(":blue[🔍 Exploratory Data Analysis (EDA)]"):
+if st.button(":blue[🛠️ Simple EDA]"):
+    display_content("Simple EDA")
+if st.button(":blue[🔍 Data Pre-Processing"):
+    display_content("Data Pre-Processing")
+if st.button(":blue[📈Exploratory Data Analysis (EDA)]"):
     display_content("Exploratory Data Analysis (EDA)")
-if st.button(":blue[🤖 Model Selection]"):
-    display_content("Model Selection")
-if st.button(":blue[🏋️ Model Training]"):
+if st.button(":blue[🏋️ Feature Engineering]"):
+    display_content("Feature Engineering")
+if st.button(":blue[Model Training]"):
     display_content("Model Training")
-if st.button(":blue[📈 Model Evaluation]"):
-    display_content("Model Evaluation")
-if st.button(":blue[🚀 Model Deployment]"):
+if st.button(":blue[🔧Model Testing]"):
+    display_content("Model Testing")
+if st.button(":blue[🚀Model Deployment]"):
     display_content("Model Deployment")
-if st.button(":blue[🔧 Model Maintenance]"):
-    display_content("Model Maintenance")
-if st.button(":blue[📝 Documentation and Reporting]"):
-    display_content("Documentation and Reporting")
+if st.button(":blue[📝 Monitoring]"):
+    display_content("Monitoring")