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Troubleshooting and Improving Neural Network Performance

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Duration

1h 32m

level

Beginner

Course Creator

Dhiraj Kumar

Last Updated

07-May-24

This course will teach you neural network troubleshooting and performance tuning from a data scientist’s perspective.

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Understand various troubleshooting techniques for neural networks and how to improve neural network performance effectively. In this course, Troubleshooting and Improving Neural Network Performance, you’ll gain the ability to troubleshoot neural network performance effectively. First, you’ll explore diagnostic tools for analyzing neural network performance. Next, you’ll discover how to identify common issues such as overfitting, underfitting, and stagnant learning. Finally, you’ll learn how to improve training stability. When you’re finished with this course, you’ll have the troubleshooting skills needed to improve neural network performance.
Author Name: Dhiraj Kumar
Author Description:
Dhiraj is a Data Scientist and AWS-certified online trainer in Python, machine learning, deep learning, artificial intelligence, Java, C#, ASP.NET, AZURE, and AWS.

Table of Contents

  • Course Overview
    1min
  • Diagnostic Tools: TensorBoard, Model Visualizations, and More
    19mins
  • Identifying Common Issues: Overfitting, Underfitting, and Stagnant Learning
    16mins
  • Improving Training Stability: Learning Rate Scheduling and Early Stopping
    19mins
  • Model Interpretability: Understanding Decision Making in Neural Networks
    17mins
  • Feedback Loops: Continuously Learning and Adapting Models in Production
    17mins

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Troubleshooting and Improving Neural Network Performance
Troubleshooting and Improving Neural Network Performance
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