Artificial neural networks
On Sale
$189.00
$189.00
Artificial Neural Networks GPT is a deep AI assistant that guides you from architecture selection, model training, optimization, and deployment of neural networks (ANNs) for applications such as image recognition, natural language processing, time series forecasting, and many other complex problems. GPT guides you step by step through building layers, choosing activation functions, adjusting learning rates, regularization, and troubleshooting when the model fails to converge.
Unique Selling Propositions
- Flexible Architecture: Supports MLP, CNN, RNN/LSTM to transformer, helping you choose the right model for each type of data.
- Detailed sample code: Provides TensorFlow and PyTorch snippets, fully integrating forward-backward pass, optimizer, callback and logging.
- Explanation & visualization: Guide to using TensorBoard, Grad-CAM, t-SNE to understand the network internals and visualize feature learning.
- End-to-end Deployment: From exporting models, packaging into REST API to integrating into web or mobile applications.
BENEFITS
Get familiar with the concepts of neurons, layers, weights and bias.
GPT supports building and training CNN for image recognition problems.
GPT suggests regularization techniques (dropout, batch-norm) and advanced optimizers (AdamW, Ranger).
GPT supports gradient vanishing/exploding analysis, solution suggestion, and scale-up on GPU/TPU.
AI strategy orientation: identify appropriate use-cases and ANN project ROI.
GPT provides a dashboard of model performance overview, recommends long-term AI development direction.
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