Deep Dive into Neural Networks
Mastering Advanced AI & ML Systems

Deep Dive into Neural Networks

Explore advanced neural network architectures and their applications.

15 hoursMachine LearningAdvanced8 topics

Learning Objectives

Understand and apply complex neural network architectures.

Topics

Machine Learning1 hour and 30 minutes

Convolutional Neural Networks

Study the architecture and applications of CNNs in detail.

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Machine Learning1 hour and 30 minutes

Recurrent Neural Networks

Explore RNNs and their role in sequence prediction tasks.

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Machine Learning1 hour and 30 minutes

Transformers

Understand the transformer architecture and its impact on NLP.

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Machine Learning1 hour and 30 minutes

Autoencoders

Learn about autoencoders and their use in unsupervised learning.

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Machine Learning1 hour and 30 minutes

Graph Neural Networks

Examine the structure and application of graph neural networks.

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Machine Learning1 hour and 30 minutes

Capsule Networks

Understand capsule networks and their advantages over CNNs.

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Machine Learning1 hour and 30 minutes

Spiking Neural Networks

Explore spiking neural networks and their biological inspiration.

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Machine Learning1 hour and 30 minutes

Neural Network Optimization

Master advanced techniques for optimizing neural network performance.

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