Advanced Certificate in Deep Learning Fundamentals: Impactful
-- ViewingNowThe Advanced Certificate in Deep Learning Fundamentals is a crucial certificate course that focuses on the rapidly growing field of deep learning. This course is essential for professionals seeking to stay ahead in the technology industry, where artificial intelligence and machine learning are becoming increasingly important.
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⢠Fundamentals of Deep Learning: Neural Networks, Activation Functions, Backpropagation
⢠Convolutional Neural Networks (CNNs): Image Classification, Object Detection, Semantic Segmentation
⢠Recurrent Neural Networks (RNNs): Sequence Prediction, Natural Language Processing, Time Series Analysis
⢠Generative Adversarial Networks (GANs): Image Generation, Data Augmentation, Unsupervised Learning
⢠Deep Reinforcement Learning: Q-Learning, Deep Q Networks (DQNs), Policy Gradients
⢠Transfer Learning and Fine-Tuning: Pre-Trained Models, Domain Adaptation, Task-Specific Customization
⢠Optimization Techniques: Stochastic Gradient Descent (SGD), Momentum, Adagrad, RMSprop, Adam
⢠Explainable AI (XAI) and Interpretability: Feature Importance, Model Visualization, Saliency Maps
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