diff --git a/docs/how_tos/assign_parameters_using_trainable_kernel.ipynb b/docs/how_tos/assign_parameters_using_trainable_kernel.ipynb
index cdd360b..badc695 100644
--- a/docs/how_tos/assign_parameters_using_trainable_kernel.ipynb
+++ b/docs/how_tos/assign_parameters_using_trainable_kernel.ipynb
@@ -380,10 +380,10 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
-    "\n",
-    "%qiskit_version_table\n",
-    "%qiskit_copyright"
+    "#import qiskit.tools.jupyter\n",
+    "#\n",
+    "#%qiskit_version_table\n",
+    "#%qiskit_copyright"
    ]
   }
  ],
diff --git a/docs/how_tos/create_custom_kernel_loss_function.ipynb b/docs/how_tos/create_custom_kernel_loss_function.ipynb
index 9df886e..906b713 100644
--- a/docs/how_tos/create_custom_kernel_loss_function.ipynb
+++ b/docs/how_tos/create_custom_kernel_loss_function.ipynb
@@ -241,10 +241,10 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
-    "\n",
-    "%qiskit_version_table\n",
-    "%qiskit_copyright"
+    "#import qiskit.tools.jupyter\n",
+    "#\n",
+    "#%qiskit_version_table\n",
+    "#%qiskit_copyright"
    ]
   }
  ],
diff --git a/docs/how_tos/create_custom_quantum_feature_map.ipynb b/docs/how_tos/create_custom_quantum_feature_map.ipynb
index a91bb77..f5f6c59 100644
--- a/docs/how_tos/create_custom_quantum_feature_map.ipynb
+++ b/docs/how_tos/create_custom_quantum_feature_map.ipynb
@@ -372,10 +372,10 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
-    "\n",
-    "%qiskit_version_table\n",
-    "%qiskit_copyright"
+    "#import qiskit.tools.jupyter\n",
+    "#\n",
+    "#%qiskit_version_table\n",
+    "#%qiskit_copyright"
    ]
   }
  ],
diff --git a/docs/how_tos/train_kernels_using_qiskit_feature_maps.ipynb b/docs/how_tos/train_kernels_using_qiskit_feature_maps.ipynb
index 3918f5b..f123b84 100644
--- a/docs/how_tos/train_kernels_using_qiskit_feature_maps.ipynb
+++ b/docs/how_tos/train_kernels_using_qiskit_feature_maps.ipynb
@@ -291,10 +291,10 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
-    "\n",
-    "%qiskit_version_table\n",
-    "%qiskit_copyright"
+    "#import qiskit.tools.jupyter\n",
+    "#\n",
+    "#%qiskit_version_table\n",
+    "#%qiskit_copyright"
    ]
   }
  ],
diff --git a/docs/tutorials/kernel_optimization_using_qkt.ipynb b/docs/tutorials/kernel_optimization_using_qkt.ipynb
index fd95598..01e643b 100644
--- a/docs/tutorials/kernel_optimization_using_qkt.ipynb
+++ b/docs/tutorials/kernel_optimization_using_qkt.ipynb
@@ -50,9 +50,8 @@
     "%matplotlib inline\n",
     "\n",
     "# Qiskit imports\n",
-    "from qiskit import BasicAer\n",
     "from qiskit.visualization import circuit_drawer\n",
-    "from qiskit.algorithms.optimizers import SPSA\n",
+    "from qiskit_algorithms.optimizers import SPSA\n",
     "from qiskit_machine_learning.kernels import TrainableFidelityQuantumKernel\n",
     "from qiskit_machine_learning.kernels.algorithms import QuantumKernelTrainer\n",
     "from qiskit_machine_learning.algorithms import QSVC\n",
@@ -386,10 +385,10 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
-    "\n",
-    "%qiskit_version_table\n",
-    "%qiskit_copyright"
+    "#import qiskit.tools.jupyter\n",
+    "#\n",
+    "#%qiskit_version_table\n",
+    "#%qiskit_copyright"
    ]
   }
  ],
diff --git a/requirements.txt b/requirements.txt
index e290cd5..cbf6a12 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,7 +1,7 @@
 certifi>=2021.10.8
 matplotlib>=3.4.3
 pandas>=1.3.4
-qiskit-aer>=0.12.0
-qiskit-terra>=0.24.0
-qiskit-machine-learning>=0.5.0
+qiskit>=0.46.0, <2
+qiskit-algorithms>=0.3.0
+qiskit-machine-learning>=0.7.0
 ipywidgets>=7.7.1