diff --git a/README.md b/README.md
index 883538c..51a0136 100644
--- a/README.md
+++ b/README.md
@@ -81,7 +81,7 @@ A curated list of awesome quantum machine learning algorithms,study materials,li
     - [Quantum Elephant Herding Optimization](#quantumalgorithmsml-qeho)
     - [Quantum-behaved Particle Swarm Optimization](#quantumalgorithmsml-qpso)
     - [Quantum Annealing Expectation-Maximization](#quantumalgorithmsml-qaem)
-- [QAUNTUM NEURAL NETWORK](#qnn)
+- [QUANTUM NEURAL NETWORK](#qnn)
     - [Quantum perceptrons](#qnn-perceptron)
     - [Qurons](#qnn-qurons)
     - [Quantum Auto Encoder](#qnn-autoencoder)
@@ -95,9 +95,10 @@ A curated list of awesome quantum machine learning algorithms,study materials,li
     - [QANN](#qnn-qann)
     - [QPN](#qnn-qpn)
     - [SAL](#qnn-sal)
+    - [QGAN](https://qiskit.org/documentation/machine-learning/stubs/qiskit_machine_learning.algorithms.QGAN.html)
     - [Quantum Hamiltonian Learning](#qnn-hamiltonianlearning)
     - [Compressed Quantum Hamiltonian Learning](#qnn-compressedhamiltonianlearning)
-- [QAUNTUM STATISTICAL DATA ANALYSIS](#quantumstatistics)
+- [QUANTUM STATISTICAL DATA ANALYSIS](#quantumstatistics)
 	- [Quantum Probability Theory](#quantumstatistics-probabilitytheory)
     - [Kolmogorovian Theory](#quantumstatistics-kolmogorovian)
     - [Quantum Measurement Problem](#quantumstatistics-measurementproblem)
@@ -153,11 +154,11 @@ A curated list of awesome quantum machine learning algorithms,study materials,li
     - [Quantum Way of Linear Regression](#quantumstatistics-quantumlinearregression)
     - [Asymptotic Properties of Quantum](#quantumstatistics-quantumasymptoticproperties)
     - [Outlier Detection in Quantum Concepts](#quantumstatistics-quantumoutlier)
-- [QAUNTUM ARTIFICIAL INTELLIGENCE](#quantumai)
+- [QUANTUM ARTIFICIAL INTELLIGENCE](#quantumai)
 	- [Heuristic Quantum Mechanics](#quantumai-heuristicmechanics)
     - [Consistent Quantum Reasoning](#quantumai-quantumreasoning)
     - [Quantum Reinforcement Learning](#quantumai-reinforcementlearning)
-- [QAUNTUM COMPUTER VISION](#quantumcv)
+- [QUANTUM COMPUTER VISION](#quantumcv)
 - [QUANTUM PROGRAMMING LANGUAGES , TOOLs and SOFTWARES](#qpl)
     - [ALL](#qpl-all)
 - [QUANTUM ALGORITHMS SOURCE CODES , GITHUBS](#quantumsourcecode)