AI in Healthcare (IT) & Bioinformatics: Learn to build CNNs
AI is an enabler in transforming diverse realms by exploiting deep learning architectures.
The course aims to expose students to cutting-edge algorithms, techniques, and codes related to AI and particularly the deep learning routines. This course encompasses multidimensional implementations on the themes listed below;
1. Deep Learning: A subset of Hybrid Artificial Intelligence
2. Big Data is Fueling Applied AI.
3. How to model a problem in AI using datasets in Python (Keras & TensorFlow Libraries).
4. Data Augmentation in Hybrid Deep Learning Networks.
5. How to use Transfer Learning in Hybrid Deep Learning Networks.
6. How to use transfer learning in multiclass classification healthcare problems.
6. Backward Propagation and Optimization of hyper- parameters in AI.
7. Leading Convolutional Neural Networks (ALEXNET & INCEPTION) and validation indices.
8. Recurrent Neural Networks extending to Long Short Term Memory.
9. An understanding of Green AI.
10. Implementations of Neural Networks in Keras and Pytorch and introduction to Quantum Machine Learning.
11. Algorithms related to Quantum Machine Learning in TensorFlow Quantum and Qiskit.
12. AI based solutions for Neurological Diseases using Deep Learning.
13. AI for Brain Computer Interfacing and Neuromodulation.
14, AI algorithms for diagnosis, prognosis and treatment plans for Tumors.
15. How to model an AI problem in Healthcare.
16. AI in Block Chain and Crypto mining
17 AI in Crypto trading.
18. Forks in Block Chain via AI.
19. Investment Strategies in Crypto- trade using AI (Fungible and Non- Fungible Digital Currencies).
24. Artificial Intelligence in Robotics- A case example with complete code.
25. Artificial Intelligence in Smart Chatbots- A case example with complete code.
26. Impact of AI in business analytics- A case example with complete code.
27. AI in media and creative industries- A case example with complete code.
28. AI based advertisements for maximum clicks- A case example with complete code.
29. AI for the detection of Misinformation Detection.
30. Extraction of Fashion Trends using AI.
31. AI for emotion detections during Covid- 19.
