Update README.md

README.md

@@ -44,13 +44,14 @@ for batch in dataloader:
 
 **Equation**:
 
-```math
+$$
 \begin{align}
 \frac{ \partial p}{\partial t} + K(x, y) \left( \frac{\partial u}{\partial x} + \frac{\partial v}{\partial y} \right) &= 0 \\
 \frac{ \partial u  }{\partial t} + \frac{1}{\rho(x, y)} \frac{\partial p}{\partial x} &= 0 \\
 \frac{ \partial v  }{\partial t} + \frac{1}{\rho(x, y)} \frac{\partial p}{\partial y} &= 0
 \end{align}
-```
+$$
+
 with \\(\rho\\) the material density, \\(u, v\\) the velocity in the \\(x, y\\) directions respectively, \\(p\\) the pressure, and \\(K\\) the bulk modulus.
 
 Example material densities can be seen below:
@@ -85,11 +86,11 @@ Table: VRMSE metrics on test sets (lower is better). Best results are shown in b
 
 **Simulation time-step:** Variable based on CFL with safety factor .25.
 
-**Data are stored separated by (\\(\Delta t\\)):** 2/201.
+**Data are stored separated by ( \\(\Delta t\\)):** 2/201.
 
-**Total time range (\\(t_{min}\\) to \\(t_{max}\\)):** [0, 4.].
+**Total time range ( \\(t_{min}\\) to \\(t_{max}\\)):** [0, 4.].
 
-**Spatial domain size (\\(L_x\\), \\(L_y\\)):** [-1, 1] x [-1, 1].
+**Spatial domain size ( \\(L_x\\), \\(L_y\\)):** [-1, 1] x [-1, 1].
 
 **Set of coefficients or non-dimensional parameters evaluated:**