UPDATE plugin educational resources

Author: ParleSec

templates/educational/deutsch_jozsa.html

@@ -31,7 +31,7 @@ <h5 class="mt-4">How Deutsch-Jozsa Algorithm Works</h5>
       <div class="card mb-4">
         <div class="card-header">Deutsch-Jozsa Circuit Visualization</div>
         <div class="card-body text-center">
-          <img src="https://upload.wikimedia.org/wikipedia/commons/f/fa/Deutsch-Jozsa.png" alt="Deutsch-Jozsa Quantum Circuit" class="img-fluid rounded mb-3">
+          <img src="https://upload.wikimedia.org/wikipedia/commons/b/b5/Deutsch-Jozsa-algorithm-quantum-circuit.png?20190110171134" alt="Deutsch-Jozsa Quantum Circuit" class="img-fluid rounded mb-3">
           <p class="mb-0"><small>A quantum circuit implementing the Deutsch-Jozsa algorithm. H gates create superposition, U<sub>f</sub> represents the oracle function, and the final measurement determines the function type.</small></p>
         </div>
       </div>
@@ -103,8 +103,8 @@ <h5 class="mt-4">Further Learning Resources</h5>
       </a>
     </div>
     <div class="col-md-4">
-      <a href="https://qiskit.org/textbook/ch-algorithms/deutsch-jozsa.html" target="_blank" rel="noopener" class="btn btn-outline-primary w-100 mb-2">
-        <i class="fas fa-book-open me-2"></i> Qiskit Textbook
+      <a href="https://learning.quantum.ibm.com/course/fundamentals-of-quantum-algorithms/quantum-query-algorithms#the-deutsch-jozsa-problem" target="_blank" rel="noopener" class="btn btn-outline-primary w-100 mb-2">
+        <i class="fas fa-book-open me-2"></i> Qiskit Learning
       </a>
     </div>
     <div class="col-md-4">

templates/educational/qaoa.html

@@ -31,7 +31,7 @@ <h5 class="mt-4">How Quantum Phase Estimation Works</h5>
       <div class="card mb-4">
         <div class="card-header">QPE Circuit Visualization</div>
         <div class="card-body text-center">
-          <img src="https://upload.wikimedia.org/wikipedia/commons/f/f3/Phase_estimation.png" alt="Quantum Phase Estimation Circuit" class="img-fluid rounded mb-3">
+          <img src="https://upload.wikimedia.org/wikipedia/commons/e/e1/QAOAcircuit.png" alt="Quantum Phase Estimation Circuit" class="img-fluid rounded mb-3">
           <p class="mb-0"><small>Quantum circuit for phase estimation showing the phase register, controlled-U operations, and inverse QFT to extract the eigenphase.</small></p>
         </div>
       </div>
@@ -109,7 +109,7 @@ <h5 class="mt-4">Further Learning Resources</h5>
       </a>
     </div>
     <div class="col-md-4">
-      <a href="https://qiskit.org/textbook/ch-algorithms/quantum-phase-estimation.html" target="_blank" rel="noopener" class="btn btn-outline-primary w-100 mb-2">
+      <a href="https://learning.quantum.ibm.com/course/utility-scale-quantum-computing/lesson-05-quantum-phase-estimation#3-basic-of-quantum-phase-estimation-qpe" target="_blank" rel="noopener" class="btn btn-outline-primary w-100 mb-2">
         <i class="fas fa-book-open me-2"></i> Qiskit QPE Tutorial
       </a>
     </div>

templates/educational/qft.html

@@ -31,7 +31,7 @@ <h5 class="mt-4">How Quantum Fourier Transform Works</h5>
       <div class="card mb-4">
         <div class="card-header">QFT Circuit Structure</div>
         <div class="card-body text-center">
-          <img src="https://upload.wikimedia.org/wikipedia/commons/e/e2/Quantum_Fourier_Transform.png" alt="Quantum Fourier Transform Circuit" class="img-fluid rounded mb-3">
+          <img src="https://upload.wikimedia.org/wikipedia/commons/7/7f/Qft.png" alt="Quantum Fourier Transform Circuit" class="img-fluid rounded mb-3">
           <p class="mb-0"><small>QFT circuit showing Hadamard gates (H) and controlled-phase rotations (R) that transform computational basis states to Fourier basis states.</small></p>
         </div>
       </div>
@@ -103,8 +103,8 @@ <h5 class="mt-4">Further Learning Resources</h5>
       </a>
     </div>
     <div class="col-md-4">
-      <a href="https://qiskit.org/textbook/ch-algorithms/quantum-fourier-transform.html" target="_blank" rel="noopener" class="btn btn-outline-primary w-100 mb-2">
-        <i class="fas fa-book-open me-2"></i> Qiskit QFT Tutorial
+      <a href="https://learning.quantum.ibm.com/course/fundamentals-of-quantum-algorithms/phase-estimation-and-factoring#quantum-fourier-transform" target="_blank" rel="noopener" class="btn btn-outline-primary w-100 mb-2">
+        <i class="fas fa-book-open me-2"></i> Qiskit Learning
       </a>
     </div>
     <div class="col-md-4">