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Update app.py
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app.py
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import streamlit as st
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# Page settings
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st.set_page_config(
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page_title="π ML Notes Hub",
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layout="wide",
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initial_sidebar_state="expanded"
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)
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# --- Custom CSS ---
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st.markdown("""
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<style>
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.main-title {
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font-size: 3rem;
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color: #004080;
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font-weight: 700;
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text-align: center;
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margin-bottom: 0.5rem;
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}
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.subtitle {
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font-size: 1.2rem;
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color: #333333;
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text-align: center;
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margin-bottom: 2rem;
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}
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.note-box {
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background-color: #f9f9f9;
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padding: 1.5rem;
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border-radius: 10px;
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box-shadow: 0 2px 8px rgba(0,0,0,0.05);
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margin-bottom: 1rem;
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}
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</style>
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""", unsafe_allow_html=True)
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# --- Sidebar Navigation ---
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st.sidebar.title("π ML Notebook")
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page = st.sidebar.radio("Go to", ["Home", "Supervised Learning", "Unsupervised Learning", "Evaluation Metrics", "Resources"])
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# --- Home Page ---
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if page == "Home":
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st.markdown('<div class="main-title">π Machine Learning Notes</div>', unsafe_allow_html=True)
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st.markdown('<div class="subtitle">Your personal guide to mastering ML concepts!</div>', unsafe_allow_html=True)
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st.markdown("### π Why Use This App?")
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st.markdown("""
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- Concise, organized ML notes
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- Easy to navigate concepts
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- Interactive widgets (coming soon)
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- Great for revision, projects, and interviews
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""")
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st.markdown('<div class="note-box">', unsafe_allow_html=True)
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st.markdown("### π Topics Covered:")
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st.markdown("""
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- πΉ Supervised Learning
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- πΉ Unsupervised Learning
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- πΉ Model Evaluation Metrics
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- πΉ Data Preprocessing
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- πΉ Tips for Interviews
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- πΉ Useful Resources
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""")
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st.markdown('</div>', unsafe_allow_html=True)
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st.markdown("π *More features coming soon: interactive examples, quizzes, and more!*")
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# --- Additional Pages Placeholder ---
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elif page == "Supervised Learning":
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st.title("π Supervised Learning")
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st.write("This section will contain detailed notes on regression, classification, and more.")
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elif page == "Unsupervised Learning":
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st.title("π§© Unsupervised Learning")
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st.write("Learn about clustering, dimensionality reduction, and pattern discovery.")
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elif page == "Evaluation Metrics":
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st.title("π Model Evaluation Metrics")
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st.write("Accuracy, precision, recall, F1-score, confusion matrix and more.")
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elif page == "Resources":
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st.title("π Resources")
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st.markdown("""
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- [Scikit-learn Docs](https://scikit-learn.org/)
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- [Kaggle Courses](https://www.kaggle.com/learn)
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- [Google ML Crash Course](https://developers.google.com/machine-learning/crash-course)
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""")
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