fix algorithms readme

Author: TomerGoldfriend

algorithms/README.md

@@ -15,32 +15,32 @@ in the table or to add new ones.
     <tr>
         <td><a href="https://arxiv.org/abs/quant-ph/9508027" target="_blank">Polynomial-Time Algorithms for Prime Factorization and Discrete Logarithms on a Quantum Computer</a></td>
         <td>
-          <a href="algebraic/shor/shor_modular_exponentiation.ipynb">Prime Factorization</a><br>
-          <a href="algebraic/discrete_log/discrete_log.ipynb">Discrete Logarithm</a><br>
+          <a href="foundational/shor/shor.ipynb">Prime Factorization</a><br>
+          <a href="foundational/discrete_log/discrete_log.ipynb">Discrete Logarithm</a><br>
         </td>
         <td>Shor's algorithm for prime factorization and discrete logarithms</td>
         <td>#algebraic #prime_factorization #discrete_logarithms</td>
     </tr>
     <tr>
         <td><a href="https://arxiv.org/abs/quant-ph/9605043" target="_blank">A fast quantum mechanical algorithm for database search</a></td>
         <td>
-          <a href="grover/3_sat_grover/3_sat_grover.ipynb">Grover search for a 3-SAT problem</a>
+          <a href="search_and_optimization/grover/grover.ipynb">Grover search for a 3-SAT problem</a>
         </td>
         <td>Grover's algorithm for fast database search</td>
         <td>#grover #database_search</td>
     </tr>
     <tr>
         <td><a href="https://arxiv.org/abs/0811.3171" target="_blank">Quantum algorithm for solving linear systems of equations</a></td>
         <td>
-          <a href="hhl/hhl/hhl.ipynb">HHL Implementation</a>
+          <a href="quantum_linear_solvers/hhl/hhl.ipynb">HHL Implementation</a>
         </td>
         <td>HHL algorithm for solving linear systems</td>
         <td>#hhl #linear_systems</td>
     </tr>
     <tr>
         <td><a href="https://arxiv.org/abs/1411.4028" target="_blank">A Quantum Approximate Optimization Algorithm</a></td>
         <td>
-          <a href="../algorithms/qaoa/maxcut/qaoa_maxcut.ipynb">Max Cut Problem</a>
+          <a href="qaoa/qaoa.ipynb">Max Cut Problem</a>
         </td>
         <td>QAOA for combinatorial optimization problems</td>
         <td>#qaoa #optimization</td>
@@ -56,33 +56,33 @@ in the table or to add new ones.
     <tr>
         <td><a href="https://arxiv.org/abs/2303.13012" target="_blank">Exponential quantum speedup in simulating coupled classical oscillators</a></td>
         <td>
-          <a href="glued_trees/glued_trees.ipynb">Glued Trees Implementation</a>
+          <a href="quantum_walks/glued_trees/glued_trees.ipynb">Glued Trees Implementation</a>
         </td>
-        <td>Exponential speedup in solving system of coupled harmonic oscilators</td>
+        <td>Exponential speedup in solving system of coupled harmonic oscillators</td>
         <td>#quantum_speedup</td>
     </tr>
     <tr>
         <td><a href="https://royalsocietypublishing.org/doi/epdf/10.1098/rspa.1992.0167" target="_blank">Rapid solution of problems by quantum computation</a></td>
         <td>
-          <a href="deutsch_jozsa/deutsch_jozsa.ipynb">Deutsch-Jozsa Implementation</a>
+          <a href="foundational/deutsch_jozsa/deutsch_jozsa.ipynb">Deutsch-Jozsa Implementation</a>
         </td>
         <td>Deutsch-Jozsa algorithm for rapid problem solving</td>
         <td>#deutsch_jozsa #problem_solving</td>
     </tr>
     <tr>
         <td><a href="https://arxiv.org/abs/1806.01838" target="_blank">Quantum singular value transformation and beyond: exponential improvements for quantum matrix arithmetics</a></td>
         <td>
-          <a href="../algorithms/qsvt/qsvt_matrix_inversion/qsvt_matrix_inversion.ipynb
+          <a href="quantum_linear/qsvt/qsvt_matrix_inversion/qsvt_matrix_inversion.ipynb
 ">QSVT matrix inversion</a><br>
-          <a href="qsvt/qsvt_fixed_point_amplitude_amplification/qsvt_fixed_point_amplitude_amplification.ipynb">QSVT fixed point amplitude amplification</a><br>
+          <a href="amplitude_amplification_and_estimation/qsvt_fixed_point_amplitude_amplification/qsvt_fixed_point_amplitude_amplification.ipynb">QSVT fixed point amplitude amplification</a><br>
         </td>
         <td>Introduction of the QSVT Algorithmic framework and its applications</td>
         <td>#qsvt #quantum_algorithms</td>
     </tr>
     <tr>
         <td><a href="https://epubs.siam.org/doi/10.1137/S0097539796298637" target="_blank">On the Power of Quantum Computation</a></td>
         <td>
-          <a href="simon/simon.ipynb">Simon's Algorithm Implementation</a>
+          <a href="foundational/simon/simon.ipynb">Simon's Algorithm Implementation</a>
         </td>
         <td>Simon's algorithm demonstrating quantum computational power</td>
         <td>#simon #quantum_computation</td>
@@ -91,7 +91,7 @@ in the table or to add new ones.
         <td><a href="https://arxiv.org/abs/2408.08292" target="_blank">Optimization by Decoded Quantum Interferometry
 </a></td>
         <td>
-          <a href="dqi/dqi_max_xorsat.ipynb">DQI Algorithm Implementation</a>
+          <a href="search_and_optimization/dqi/dqi_max_xorsat.ipynb">DQI Algorithm Implementation</a>
         </td>
         <td>Decoded Quantum Interferometry Algorithm for discrete optimization problems</td>
         <td>#dqi #quantum_algorithms</td>