Update pages/100_Graduate_Machine_Learning.py

pages/100_Graduate_Machine_Learning.py

@@ -154,8 +154,34 @@ st.write("""
 5. Explore fairness in machine learning using real-world datasets.
 """)
 
-# Assessments Section
-st.header("Assessments")
+# Assessments Section (continued)
 st.write("""
 - **Midterm Project**: Design and implement a machine learning model that incorporates advanced theoretical methods and optimization techniques.
-- **Final Research Paper**: Write and present a research paper on a selected topic in advanced machine learning
+- **Final Research Paper**: Write and present a research paper on a selected topic in advanced machine learning, proposing a novel method, or experimenting with cutting-edge models.
+""")
+
+# Additional Resources Section
+st.header("Additional Resources")
+st.write("""
+- **Books**:
+  - "Elements of Statistical Learning" by Hastie, Tibshirani, Friedman
+  - "Pattern Recognition and Machine Learning" by Christopher M. Bishop
+  - "Deep Learning" by Ian Goodfellow, Yoshua Bengio, Aaron Courville
+  - "Reinforcement Learning: An Introduction" by Richard S. Sutton and Andrew G. Barto
+  - "The Book of Why" by Judea Pearl (for causal inference)
+- **Libraries & Tools**:
+  - **PyTorch**: A deep learning framework used for various implementations (GANs, VAEs, etc.).
+  - **TensorFlow**: Another widely-used deep learning library.
+  - **Hugging Face**: Pre-trained models for transfer learning and NLP tasks.
+  - **OpenAI Gym**: A toolkit for developing and comparing reinforcement learning algorithms.
+  - **Pyro**: A probabilistic programming library built on PyTorch for Bayesian networks and probabilistic models.
+- **Research Journals & Conferences**:
+  - NeurIPS (Neural Information Processing Systems)
+  - ICML (International Conference on Machine Learning)
+  - ICLR (International Conference on Learning Representations)
+""")
+
+# Footer Section
+st.write("Good luck with your studies and projects in advanced machine learning! Stay curious and keep exploring.")
+
+# End of Streamlit App