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[ TutGee.com ] Linkedin - Deep Learning - Model Optimization And Tuning
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Deep Learning as a technology has grown leaps and bounds in the last few years. More and more AI solutions use Deep Learning as their foundational technology. Studying this technology, however, presents several challenges. IT professionals from varying backgrounds need a simplified resource to learn the concepts and build models quickly. In this course, instructor Kumaran Ponnambalam provides a simplified path to understand various optimization and tuning options available for deep learning models and shows you how to use these options to improve models. He begins by reviewing Deep Learning, including artificial neural networks and architectures. Next, Kumaran discusses the process of hyper parameter tuning. He examines the building blocks of neural networks and the levers available to tune them. Kumaran offers recommendations and best practices. Then he concludes with an end-to-end tuning example.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/001. Optimizing neural networks.en.srt
1.3 KB
~Get Your Files Here !/1. Introduction/001. Optimizing neural networks.mp4
7.4 MB
~Get Your Files Here !/1. Introduction/002. Prerequisites for the course.en.srt
4.3 KB
~Get Your Files Here !/1. Introduction/002. Prerequisites for the course.mp4
19.7 MB
~Get Your Files Here !/1. Introduction/003. Setting up exercise files.en.srt
3.3 KB
~Get Your Files Here !/1. Introduction/003. Setting up exercise files.mp4
20.3 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/004. What is deep learning.en.srt
2.6 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/004. What is deep learning.mp4
14.4 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/005. Review of artificial neural networks.en.srt
4.1 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/005. Review of artificial neural networks.mp4
21.7 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/006. An ANN model.en.srt
2.4 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/006. An ANN model.mp4
13.6 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/007. Model optimization and tuning.en.srt
2.4 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/007. Model optimization and tuning.mp4
13 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/008. The deep learning tuning process.en.srt
5 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/008. The deep learning tuning process.mp4
25.1 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/009. Experiment setups for the course.en.srt
3.2 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/009. Experiment setups for the course.mp4
17.9 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/010. Epoch and batch size tuning.en.srt
3.2 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/010. Epoch and batch size tuning.mp4
16.8 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/011. Epoch and batch size experiment.en.srt
4.8 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/011. Epoch and batch size experiment.mp4
26.1 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/012. Hidden layers tuning.en.srt
3.2 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/012. Hidden layers tuning.mp4
16.9 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/013. Determining nodes in a layer.en.srt
3.4 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/013. Determining nodes in a layer.mp4
17.2 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/014. Choosing activation functions.en.srt
3.2 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/014. Choosing activation functions.mp4
17.2 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/015. Initializing weights.en.srt
2.8 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/015. Initializing weights.mp4
14.9 MB
~Get Your Files Here !/4. Tuning Back Propagation/016. Vanishing and exploding gradients.en.srt
4 KB
~Get Your Files Here !/4. Tuning Back Propagation/016. Vanishing and exploding gradients.mp4
20.5 MB
~Get Your Files Here !/4. Tuning Back Propagation/017. Batch normalization.en.srt
3 KB
~Get Your Files Here !/4. Tuning Back Propagation/017. Batch normalization.mp4
15.7 MB
~Get Your Files Here !/4. Tuning Back Propagation/018. Optimizers.en.srt
2.4 KB
~Get Your Files Here !/4. Tuning Back Propagation/018. Optimizers.mp4
12.2 MB
~Get Your Files Here !/4. Tuning Back Propagation/019. Optimizer experiment.en.srt
2.1 KB
~Get Your Files Here !/4. Tuning Back Propagation/019. Optimizer experiment.mp4
10.5 MB
~Get Your Files Here !/4. Tuning Back Propagation/020. Learning rate.en.srt
1.9 KB
~Get Your Files Here !/4. Tuning Back Propagation/020. Learning rate.mp4
10.2 MB
~Get Your Files Here !/4. Tuning Back Propagation/021. Learning rate experiment.en.srt
1.8 KB
~Get Your Files Here !/4. Tuning Back Propagation/021. Learning rate experiment.mp4
10.5 MB
~Get Your Files Here !/5. Overfitting Management/022. Overfitting in ANNs.en.srt
3.1 KB
~Get Your Files Here !/5. Overfitting Management/022. Overfitting in ANNs.mp4
15.7 MB
~Get Your Files Here !/5. Overfitting Management/023. Regularization.en.srt
1.3 KB
~Get Your Files Here !/5. Overfitting Management/023. Regularization.mp4
7.3 MB
~Get Your Files Here !/5. Overfitting Management/024. Regularization experiment.en.srt
1.3 KB
~Get Your Files Here !/5. Overfitting Management/024. Regularization experiment.mp4
7.3 MB
~Get Your Files Here !/5. Overfitting Management/025. Dropouts.en.srt
1.7 KB
~Get Your Files Here !/5. Overfitting Management/025. Dropouts.mp4
8.5 MB
~Get Your Files Here !/5. Overfitting Management/026. Dropout experiment.en.srt
1.4 KB
~Get Your Files Here !/5. Overfitting Management/026. Dropout experiment.mp4
8.3 MB
~Get Your Files Here !/6. Model Tuning Exercise/027. Tuning exercise Problem statement.en.srt
6.5 KB
~Get Your Files Here !/6. Model Tuning Exercise/027. Tuning exercise Problem statement.mp4
33.9 MB
~Get Your Files Here !/6. Model Tuning Exercise/028. Acquire and process data.en.srt
1.4 KB
~Get Your Files Here !/6. Model Tuning Exercise/028. Acquire and process data.mp4
7.5 MB
~Get Your Files Here !/6. Model Tuning Exercise/029. Tuning the network.en.srt
1.9 KB
~Get Your Files Here !/6. Model Tuning Exercise/029. Tuning the network.mp4
9 MB
~Get Your Files Here !/6. Model Tuning Exercise/030. Tuning backpropagation.en.srt
1.3 KB
~Get Your Files Here !/6. Model Tuning Exercise/030. Tuning backpropagation.mp4
7.3 MB
~Get Your Files Here !/6. Model Tuning Exercise/031. Avoiding overfitting.en.srt
1.3 KB
~Get Your Files Here !/6. Model Tuning Exercise/031. Avoiding overfitting.mp4
7.5 MB
~Get Your Files Here !/6. Model Tuning Exercise/032. Building the final model.en.srt
2.1 KB
~Get Your Files Here !/6. Model Tuning Exercise/032. Building the final model.mp4
11.6 MB
~Get Your Files Here !/7. Conclusion/033. Continuing your deep learning journey.en.srt
1.1 KB
~Get Your Files Here !/7. Conclusion/033. Continuing your deep learning journey.mp4
6 MB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_02_XX Tuning the Deep Learning Network.ipynb
346.8 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_03_XX Tuning Back Propagation.ipynb
197.8 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_04_XX Overfitting Management.ipynb
128.6 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_05_XX Incident Root Cause Analysis Exercise.ipynb
420.4 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/Common_Experiment_Functions.ipynb
21.1 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/iris.csv
3.8 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/root_cause_analysis.csv
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