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[ TutGee.com ] Linkedin - Deep Learning - Model Optimization and Tuning

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2022-02-11

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TutGee com Linkedin Deep Learning Model Optimization and Tuning

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File Name

Size

Get Bonus Downloads Here.url

176B

~Get Your Files Here !/1. Introduction/001. Optimizing neural networks.en.srt

1.29KB

~Get Your Files Here !/1. Introduction/001. Optimizing neural networks.mp4

7.4MB

~Get Your Files Here !/1. Introduction/002. Prerequisites for the course.en.srt

4.33KB

~Get Your Files Here !/1. Introduction/002. Prerequisites for the course.mp4

19.68MB

~Get Your Files Here !/1. Introduction/003. Setting up exercise files.en.srt

3.3KB

~Get Your Files Here !/1. Introduction/003. Setting up exercise files.mp4

20.31MB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/004. What is deep learning.en.srt

2.6KB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/004. What is deep learning.mp4

14.41MB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/005. Review of artificial neural networks.en.srt

4.15KB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/005. Review of artificial neural networks.mp4

21.7MB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/006. An ANN model.en.srt

2.42KB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/006. An ANN model.mp4

13.64MB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/007. Model optimization and tuning.en.srt

2.42KB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/007. Model optimization and tuning.mp4

12.99MB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/008. The deep learning tuning process.en.srt

4.96KB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/008. The deep learning tuning process.mp4

25.07MB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/009. Experiment setups for the course.en.srt

3.22KB

~Get Your Files Here !/2. Introduction to Deep Learning Optimization/009. Experiment setups for the course.mp4

17.85MB

~Get Your Files Here !/3. Tuning the Deep Learning Network/010. Epoch and batch size tuning.en.srt

3.21KB

~Get Your Files Here !/3. Tuning the Deep Learning Network/010. Epoch and batch size tuning.mp4

16.84MB

~Get Your Files Here !/3. Tuning the Deep Learning Network/011. Epoch and batch size experiment.en.srt

4.8KB

~Get Your Files Here !/3. Tuning the Deep Learning Network/011. Epoch and batch size experiment.mp4

26.06MB

~Get Your Files Here !/3. Tuning the Deep Learning Network/012. Hidden layers tuning.en.srt

3.17KB

~Get Your Files Here !/3. Tuning the Deep Learning Network/012. Hidden layers tuning.mp4

16.93MB

~Get Your Files Here !/3. Tuning the Deep Learning Network/013. Determining nodes in a layer.en.srt

3.36KB

~Get Your Files Here !/3. Tuning the Deep Learning Network/013. Determining nodes in a layer.mp4

17.18MB

~Get Your Files Here !/3. Tuning the Deep Learning Network/014. Choosing activation functions.en.srt

3.23KB

~Get Your Files Here !/3. Tuning the Deep Learning Network/014. Choosing activation functions.mp4

17.21MB

~Get Your Files Here !/3. Tuning the Deep Learning Network/015. Initializing weights.en.srt

2.77KB

~Get Your Files Here !/3. Tuning the Deep Learning Network/015. Initializing weights.mp4

14.94MB

~Get Your Files Here !/4. Tuning Back Propagation/016. Vanishing and exploding gradients.en.srt

4.04KB

~Get Your Files Here !/4. Tuning Back Propagation/016. Vanishing and exploding gradients.mp4

20.54MB

~Get Your Files Here !/4. Tuning Back Propagation/017. Batch normalization.en.srt

3KB

~Get Your Files Here !/4. Tuning Back Propagation/017. Batch normalization.mp4

15.66MB

~Get Your Files Here !/4. Tuning Back Propagation/018. Optimizers.en.srt

2.42KB

~Get Your Files Here !/4. Tuning Back Propagation/018. Optimizers.mp4

12.15MB

~Get Your Files Here !/4. Tuning Back Propagation/019. Optimizer experiment.en.srt

2.06KB

~Get Your Files Here !/4. Tuning Back Propagation/019. Optimizer experiment.mp4

10.51MB

~Get Your Files Here !/4. Tuning Back Propagation/020. Learning rate.en.srt

1.94KB

~Get Your Files Here !/4. Tuning Back Propagation/020. Learning rate.mp4

10.22MB

~Get Your Files Here !/4. Tuning Back Propagation/021. Learning rate experiment.en.srt

1.84KB

~Get Your Files Here !/4. Tuning Back Propagation/021. Learning rate experiment.mp4

10.53MB

~Get Your Files Here !/5. Overfitting Management/022. Overfitting in ANNs.en.srt

3.1KB

~Get Your Files Here !/5. Overfitting Management/022. Overfitting in ANNs.mp4

15.72MB

~Get Your Files Here !/5. Overfitting Management/023. Regularization.en.srt

1.31KB

~Get Your Files Here !/5. Overfitting Management/023. Regularization.mp4

7.3MB

~Get Your Files Here !/5. Overfitting Management/024. Regularization experiment.en.srt

1.3KB

~Get Your Files Here !/5. Overfitting Management/024. Regularization experiment.mp4

7.31MB

~Get Your Files Here !/5. Overfitting Management/025. Dropouts.en.srt

1.71KB

~Get Your Files Here !/5. Overfitting Management/025. Dropouts.mp4

8.5MB

~Get Your Files Here !/5. Overfitting Management/026. Dropout experiment.en.srt

1.44KB

~Get Your Files Here !/5. Overfitting Management/026. Dropout experiment.mp4

8.26MB

~Get Your Files Here !/6. Model Tuning Exercise/027. Tuning exercise Problem statement.en.srt

6.49KB

~Get Your Files Here !/6. Model Tuning Exercise/027. Tuning exercise Problem statement.mp4

33.87MB

~Get Your Files Here !/6. Model Tuning Exercise/028. Acquire and process data.en.srt

1.45KB

~Get Your Files Here !/6. Model Tuning Exercise/028. Acquire and process data.mp4

7.49MB

~Get Your Files Here !/6. Model Tuning Exercise/029. Tuning the network.en.srt

1.87KB

~Get Your Files Here !/6. Model Tuning Exercise/029. Tuning the network.mp4

9.02MB

~Get Your Files Here !/6. Model Tuning Exercise/030. Tuning backpropagation.en.srt

1.27KB

~Get Your Files Here !/6. Model Tuning Exercise/030. Tuning backpropagation.mp4

7.31MB

~Get Your Files Here !/6. Model Tuning Exercise/031. Avoiding overfitting.en.srt

1.32KB

~Get Your Files Here !/6. Model Tuning Exercise/031. Avoiding overfitting.mp4

7.46MB

~Get Your Files Here !/6. Model Tuning Exercise/032. Building the final model.en.srt

2.14KB

~Get Your Files Here !/6. Model Tuning Exercise/032. Building the final model.mp4

11.63MB

~Get Your Files Here !/7. Conclusion/033. Continuing your deep learning journey.en.srt

1.14KB

~Get Your Files Here !/7. Conclusion/033. Continuing your deep learning journey.mp4

5.96MB

~Get Your Files Here !/Bonus Resources.txt

386B

~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/Common_Experiment_Functions.ipynb

21.12KB

~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_02_XX Tuning the Deep Learning Network.ipynb

346.75KB

~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_03_XX Tuning Back Propagation.ipynb

197.78KB

~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_04_XX Overfitting Management.ipynb

128.59KB

~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_05_XX Incident Root Cause Analysis Exercise.ipynb

420.39KB

~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/iris.csv

3.78KB

~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/root_cause_analysis.csv

31.92KB

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