Update README.md for secondPresentation

secondPresentation/README.md

@@ -13,12 +13,12 @@ The project builds upon the following concepts:
 
 ### Reference Material
 
-The project references the paper "Optimal metrology with programmable quantum sensors" by Christian D. Marciniak et al., which is summarized in a document titled "Q-sensing" located in our GitHub repository.
+The project references the paper *"Optimal metrology with programmable quantum sensors" by Christian D. Marciniak et al.*, which is summarized in a document titled `Programmable Quantum Sensors.pdf` located in our GitHub repository.
 
 ### Project Goals
 
 1. **Simulate a Variational Quantum Ramsey Interferometer Circuit:** The project aims to create a simulation of a VQC specifically designed for Ramsey interferometry. This simulation is implemented in the Jupyter Notebook file `optimal_ramsey.ipynb`.
-2. **Convergence of the Cost Function:** The simulation optimizes a cost function to achieve the desired outcome. The project successfully achieved convergence, visualized in the plot file `cost_function.png`.
+2. **Convergence of the Cost Function:** The simulation optimizes a cost function to achieve the desired outcome. The project successfully achieved convergence, visualized in the plot file `cost_function.jpeg`.
 3. **Allan Deviation Calculation:** While the initial attempt to calculate the Allan deviation from the simulation data was unsuccessful, the project explored alternative methods for calculating it. This exploration involved simulating data points with specific assumptions (nominal transition frequency and sampling period) and implementing the calculation in the Python script `allan_code.py`.
 
 ### Future Work
@@ -28,7 +28,8 @@ The project acknowledges the use of idealized data and aims to improve upon the
 ### Code Files
 
 * `optimal_ramsey.ipynb`: Jupyter Notebook containing the VQC simulation.
-* `cost_function.png`: Plot visualization of the cost function convergence.
+* `cost_function.jpeg`: Plot visualization of the cost function convergence.
 * `allan_code.py`: Python script for calculating the Allan deviation.
+* `Programmable Quantum Sensors.pdf`: PDF summarising the reference paper.
 
 This project demonstrates the potential of using VQCs for Ramsey interferometry and lays the groundwork for further exploration and refinement of the simulation.