M.Sc. (Information Technology) Advanced Artificial Intelligence Syllabus - Mumbai University 2026

• 1 Implementing advanced deep learning algorithms such as convolutional neural OC1 networks (CNNs) or recurrent neural networks (RNNs) using Python libraries like TensorFlow or PyTorch.
• 2 .Building a natural language processing (NLP) model for sentiment analysis or OC2 text classification.
• 3 Creating a chatbot using advanced techniques like transformer models.
• 4 Developing a recommendation system using collaborative filtering or deep learning approaches.
• 5 Implementing a computer vision project, such as object detection or image segmentation.
• 6 Training a generative adversarial network (GAN) for generating realistic images. OC6
• 7 Applying reinforcement learning algorithms to solve complex decision-making OC7 problems.
• 8 Utilizing transfer learning to improve model performance on limited datasets.
• 9 Building a deep learning model for time series forecasting or anomaly detection. OC9
• 10 Implementing a machine learning pipeline for automated feature engineering and OC10 model selection.
• 11 Using advanced optimization techniques like evolutionary algorithms or Bayesian optimization for hyperparameter tuning.
• 12 Deploying a machine learning model in a production environment using containerization and cloud services.
• 13 Use Python libraries such as GPT-2 or textgenrnn to train generative models on a OC13 corpus of text data and generate new text based on the patterns it has learned.
• 14 Experiment with neural networks like GANs (Generative Adversarial Networks) OC14 using Python libraries like TensorFlow or PyTorch to generate new images based on a dataset of images.

Books and References

• 1 Deep Learning Ian Goodfellow, Yoshua MIT Pres 2020 Bengio, and Aaron Courville
• 2 Artificial Intelligence: A Modern Stuart Russell and Peter Prentice 2020 Approach Norvig Hall
• 3 Reinforcement Learning: An Richard S. Sutton and MIT Press 2023 Introduction Andrew G. Barto
• 4 Python Machine Learning Sebastian Raschka and Packt 2021 Vahid Mirjalili Publication
• 5 Cngage Artificial Intelligence Saroj Kaushik, Cengage 2019 Publication