GANs for Artificial Intelligence implementations: Basics and 25+ Coding Solutions via AlexNet, ResNet & Inception Models
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 Generative Adversarial Networks used for data creation in deep learning routines. This course encompasses multidimensional implementations of 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 using GANs in Hybrid Deep Learning Networks.
5. How to use Transfer Learning in Hybrid GAN Networks.
6. How to use transfer learning in multiclass classification healthcare problems.
6. Backward Propagation and Optimization of hyper-parameters in AI GANs.
7. Leading Convolutional Neural Networks (ALEXNET & INCEPTION) using GANs 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. GANs for Neurological Diseases using Deep Learning.
13. GANs for Brain-Computer Interfacing and Neuromodulation.
14, GAN based AI algorithms for diagnosis, prognosis, and treatment plans for Tumors.
15. How to model an AI problem using GAN in Healthcare.
16. AI in BlockChain 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.
Generative Adversarial Networks for Data Augmentation (AI)
GANs for Artificial Intelligence implementations: Basics and 25+ Coding Solutions via AlexNet, ResNet & Inception Models”
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