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Troubleshooting and Improving Neural Network Performance --> [ CourseWikia ]

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English

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211.20 MB

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20-05-2024 20:27

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File	Size
Get Bonus Downloads Here.url	181.00 B
~Get Your Files Here !/02/diagnostic-tools-tensorboard-model-visualizations-and-more-slides.pdf	7.23 MB
~Get Your Files Here !/03/identifying-common-issues-overfitting-underfitting-and-stagnant-learning-slides.pdf	6.82 MB
~Get Your Files Here !/04/improving-training-stability-learning-rate-scheduling-and-early-stopping-slides.pdf	6.97 MB
~Get Your Files Here !/05/model-interpretability-understanding-decision-making-in-neural-networks-slides.pdf	7.13 MB
~Get Your Files Here !/06/feedback-loops-continuously-learning-and-adapting-models-in-production-slides.pdf	7.01 MB
~Get Your Files Here !/1. Course Overview/1. Course Overview.mp4	3.75 MB
~Get Your Files Here !/1. Course Overview/1. Course Overview.vtt	2.14 kB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/1. Diagnostic Tools TensorBoard.mp4	5.01 MB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/1. Diagnostic Tools TensorBoard.vtt	3.85 kB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/2. TensorBoard for Visualizing Models.mp4	4.02 MB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/2. TensorBoard for Visualizing Models.vtt	2.98 kB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/3. Visualizing Neural Network Architectures.mp4	3.74 MB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/3. Visualizing Neural Network Architectures.vtt	3.47 kB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/4. Demo - TensorBoard.mp4	15.98 MB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/4. Demo - TensorBoard.vtt	7.13 kB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/5. Inspecting Model Weights.mp4	3.89 MB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/5. Inspecting Model Weights.vtt	3.04 kB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/6. Diagnostic Tools for Identifying Bottlenecks.mp4	4.71 MB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/6. Diagnostic Tools for Identifying Bottlenecks.vtt	3.10 kB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/7. Ethical Considerations.mp4	2.83 MB
~Get Your Files Here !/2. Diagnostic Tools - TensorBoard, Model Visualizations, and More/7. Ethical Considerations.vtt	2.67 kB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/1. Common Issues in Neural Network Perfor.mp4	4.38 MB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/1. Common Issues in Neural Network Perfor.vtt	3.68 kB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/2. Impacts of Overfitting and Underfittin.mp4	2.68 MB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/2. Impacts of Overfitting and Underfittin.vtt	2.88 kB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/3. Stagnant Learning and Training Plateau.mp4	2.59 MB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/3. Stagnant Learning and Training Plateau.vtt	2.77 kB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/4. Factors Contributing to Overfitting.mp4	3.08 MB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/4. Factors Contributing to Overfitting.vtt	2.63 kB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/5. Demo - Overfitting.mp4	9.38 MB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/5. Demo - Overfitting.vtt	4.77 kB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/6. Mitigating, Overfitting, Underfitting,.mp4	3.38 MB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/6. Mitigating, Overfitting, Underfitting,.vtt	3.31 kB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/7. Real-world Scenarios.mp4	3.83 MB
~Get Your Files Here !/3. Identifying Common Issues - Overfitting, Underfitting, and Stagnant Learning/7. Real-world Scenarios.vtt	3.34 kB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/1. Enhancing Training Stability.mp4	4.46 MB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/1. Enhancing Training Stability.vtt	3.79 kB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/2. Learning Rate and Its Impact.mp4	4.25 MB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/2. Learning Rate and Its Impact.vtt	4.04 kB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/3. Learning Rate Scheduling.mp4	2.64 MB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/3. Learning Rate Scheduling.vtt	2.61 kB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/4. Early Stopping to Prevent.mp4	3.22 MB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/4. Early Stopping to Prevent.vtt	3.18 kB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/5. Demo - Learning Rate Scheduling and Early.mp4	15.16 MB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/5. Demo - Learning Rate Scheduling and Early.vtt	6.35 kB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/6. Dynamic Learning Rate.mp4	3.84 MB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/6. Dynamic Learning Rate.vtt	3.35 kB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/7. Trade Offs and Best Practices.mp4	4.70 MB
~Get Your Files Here !/4. Improving Training Stability - Learning Rate Scheduling and Early Stopping/7. Trade Offs and Best Practices.vtt	4.25 kB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/1. Model Interpretability in Neural Networks.mp4	5.87 MB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/1. Model Interpretability in Neural Networks.vtt	4.30 kB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/2. Model Interpretability Relevance.mp4	2.45 MB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/2. Model Interpretability Relevance.vtt	2.47 kB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/3. Techniques for Interpreting.mp4	2.15 MB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/3. Techniques for Interpreting.vtt	1.99 kB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/4. Transparent and Explainable AI.mp4	3.10 MB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/4. Transparent and Explainable AI.vtt	3.13 kB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/5. Demo - Feature Importance.mp4	10.01 MB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/5. Demo - Feature Importance.vtt	5.99 kB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/6. Case Studies Showcasing Model Interpretabi.mp4	4.44 MB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/6. Case Studies Showcasing Model Interpretabi.vtt	3.64 kB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/7. Ethical Considerations.mp4	2.84 MB
~Get Your Files Here !/5. Model Interpretability - Understanding Decision Making in Neural Networks/7. Ethical Considerations.vtt	2.89 kB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/1. Feedback Loops.mp4	4.86 MB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/1. Feedback Loops.vtt	3.95 kB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/2. Continuous Learning.mp4	3.70 MB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/2. Continuous Learning.vtt	2.73 kB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/3. Collecting Feedback Data.mp4	3.14 MB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/3. Collecting Feedback Data.vtt	3.08 kB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/4. Model Retraining Fine-tuning.mp4	5.86 MB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/4. Model Retraining Fine-tuning.vtt	4.27 kB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/5. Demo - Template Code for Continuous Learnin.mp4	9.17 MB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/5. Demo - Template Code for Continuous Learnin.vtt	4.26 kB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/6. Real-world Use Cases.mp4	3.83 MB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/6. Real-world Use Cases.vtt	2.96 kB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/7. Challenges in Implementing.mp4	2.97 MB
~Get Your Files Here !/6. Feedback Loops - Continuously Learning and Adapting Models in Production/7. Challenges in Implementing.vtt	2.99 kB
~Get Your Files Here !/Bonus Resources.txt	386.00 B
~Get Your Files Here !/playlist.m3u	3.92 kB

Description

[ CourseWikia.com ] Troubleshooting and Improving Neural Network Performance

If You Need More Stuff, kindly Visit and Support Us -->> https://CourseWikia.com

Released 5/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Level: Beginner | Genre: eLearning | Language: English + vtt | Duration: 1h 22m | Size: 203 MB

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

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.

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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...