Week 10: Wrapping Up

This week, I focused on finalizing and polishing my research paper. I consolidated all major findings, refined the writing across each section, and ensured that my analysis clearly showed how the LSTM model outperformed both the dense neural network and the S&P 500 in terms of cumulative returns and predictive accuracy. I also incorporated visualizations, accuracy curves and return comparisons, to make the results easier to interpret and support my conclusions.

Additionally, I reviewed each section for clarity, tightened transitions between ideas, and double-checked that all figures and tables aligned with the narrative. I made sure to include a strong conclusion and discussion of limitations, providing context for how this work fits into broader financial modeling research. With the paper now complete, I’m looking forward to presenting the project and sharing what I’ve learned!