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

File Type video

Size 472.92MB

UpdateDate 2024-9-15

hash *****71CE84970B8C2C6EB1CAA78450B216F168

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Files 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 | 7.40MB ~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 | 3.30KB ~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 | 2.60KB ~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 | 21.70MB ~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 | 4.80KB ~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 | 3.00KB ~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 | 3.10KB ~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 | 7.30MB ~Get Your Files Here !/5. Overfitting Management/024. Regularization experiment.en.srt | 1.30KB ~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 | 8.50MB ~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