Masterclass Certificate in Neural Networks and AI
-- ViewingNowThe Masterclass Certificate in Neural Networks and AI is a comprehensive course that equips learners with essential skills for career advancement in the AI industry. This course is critical due to the surging demand for AI specialists who can design and implement neural networks, a key component of AI systems.
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⢠Introduction to Neural Networks – Basics of artificial neural networks, architecture, and components.
⢠Fundamentals of AI and Machine Learning – Artificial intelligence, machine learning, deep learning, and their relationships.
⢠Data Preprocessing for Neural Networks – Data cleaning, normalization, and preparing data for neural network training.
⢠Building Neural Networks with Python – Hands-on experience using popular libraries like TensorFlow or PyTorch.
⢠Convolutional Neural Networks (CNNs) – Designing and implementing CNNs for image recognition and computer vision tasks.
⢠Recurrent Neural Networks (RNNs) – Understanding and applying RNNs for sequential data, time series analysis, and natural language processing.
⢠Training and Optimization Techniques – Gradient descent, backpropagation, learning rate scheduling, and optimization algorithms.
⢠Evaluation Metrics and Model Selection – Performance metrics for regression and classification tasks, cross-validation, and model selection strategies.
⢠Ethical Considerations in AI – Bias, fairness, privacy, and the social impact of AI systems.
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