[ TutGee.com ] Linkedin - Deep Learning - Model Optimization and Tuning
大小
472.92 MB
文件数
75
Info Hash:
AEDAB71CE84970B8C2C6EB1CAA78450B216F168E
收录时间
2026-01-06 02:08:50
更新时间
2026-01-06 02:08:50
文件列表 (75)
Get Bonus Downloads Here.url
176 B
~Get Your Files Here !/1. Introduction/001. Optimizing neural networks.en.srt
1.29 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
4.33 KB
~Get Your Files Here !/1. Introduction/002. Prerequisites for the course.mp4
19.68 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
20.31 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
14.41 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/005. Review of artificial neural networks.en.srt
4.15 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
2.42 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/006. An ANN model.mp4
13.64 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/007. Model optimization and tuning.en.srt
2.42 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/007. Model optimization and tuning.mp4
12.99 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/008. The deep learning tuning process.en.srt
4.96 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/008. The deep learning tuning process.mp4
25.07 MB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/009. Experiment setups for the course.en.srt
3.22 KB
~Get Your Files Here !/2. Introduction to Deep Learning Optimization/009. Experiment setups for the course.mp4
17.85 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/010. Epoch and batch size tuning.en.srt
3.21 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/010. Epoch and batch size tuning.mp4
16.84 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
26.06 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/012. Hidden layers tuning.en.srt
3.17 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/012. Hidden layers tuning.mp4
16.93 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/013. Determining nodes in a layer.en.srt
3.36 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/013. Determining nodes in a layer.mp4
17.18 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/014. Choosing activation functions.en.srt
3.23 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/014. Choosing activation functions.mp4
17.21 MB
~Get Your Files Here !/3. Tuning the Deep Learning Network/015. Initializing weights.en.srt
2.77 KB
~Get Your Files Here !/3. Tuning the Deep Learning Network/015. Initializing weights.mp4
14.94 MB
~Get Your Files Here !/4. Tuning Back Propagation/016. Vanishing and exploding gradients.en.srt
4.04 KB
~Get Your Files Here !/4. Tuning Back Propagation/016. Vanishing and exploding gradients.mp4
20.54 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
15.66 MB
~Get Your Files Here !/4. Tuning Back Propagation/018. Optimizers.en.srt
2.42 KB
~Get Your Files Here !/4. Tuning Back Propagation/018. Optimizers.mp4
12.15 MB
~Get Your Files Here !/4. Tuning Back Propagation/019. Optimizer experiment.en.srt
2.06 KB
~Get Your Files Here !/4. Tuning Back Propagation/019. Optimizer experiment.mp4
10.51 MB
~Get Your Files Here !/4. Tuning Back Propagation/020. Learning rate.en.srt
1.94 KB
~Get Your Files Here !/4. Tuning Back Propagation/020. Learning rate.mp4
10.22 MB
~Get Your Files Here !/4. Tuning Back Propagation/021. Learning rate experiment.en.srt
1.84 KB
~Get Your Files Here !/4. Tuning Back Propagation/021. Learning rate experiment.mp4
10.53 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
15.72 MB
~Get Your Files Here !/5. Overfitting Management/023. Regularization.en.srt
1.31 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
7.31 MB
~Get Your Files Here !/5. Overfitting Management/025. Dropouts.en.srt
1.71 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
1.44 KB
~Get Your Files Here !/5. Overfitting Management/026. Dropout experiment.mp4
8.26 MB
~Get Your Files Here !/6. Model Tuning Exercise/027. Tuning exercise Problem statement.en.srt
6.49 KB
~Get Your Files Here !/6. Model Tuning Exercise/027. Tuning exercise Problem statement.mp4
33.87 MB
~Get Your Files Here !/6. Model Tuning Exercise/028. Acquire and process data.en.srt
1.45 KB
~Get Your Files Here !/6. Model Tuning Exercise/028. Acquire and process data.mp4
7.49 MB
~Get Your Files Here !/6. Model Tuning Exercise/029. Tuning the network.en.srt
1.87 KB
~Get Your Files Here !/6. Model Tuning Exercise/029. Tuning the network.mp4
9.02 MB
~Get Your Files Here !/6. Model Tuning Exercise/030. Tuning backpropagation.en.srt
1.27 KB
~Get Your Files Here !/6. Model Tuning Exercise/030. Tuning backpropagation.mp4
7.31 MB
~Get Your Files Here !/6. Model Tuning Exercise/031. Avoiding overfitting.en.srt
1.32 KB
~Get Your Files Here !/6. Model Tuning Exercise/031. Avoiding overfitting.mp4
7.46 MB
~Get Your Files Here !/6. Model Tuning Exercise/032. Building the final model.en.srt
2.14 KB
~Get Your Files Here !/6. Model Tuning Exercise/032. Building the final model.mp4
11.63 MB
~Get Your Files Here !/7. Conclusion/033. Continuing your deep learning journey.en.srt
1.14 KB
~Get Your Files Here !/7. Conclusion/033. Continuing your deep learning journey.mp4
5.96 MB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/Common_Experiment_Functions.ipynb
21.12 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_02_XX Tuning the Deep Learning Network.ipynb
346.75 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_03_XX Tuning Back Propagation.ipynb
197.78 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_04_XX Overfitting Management.ipynb
128.59 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/code_05_XX Incident Root Cause Analysis Exercise.ipynb
420.39 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/iris.csv
3.78 KB
~Get Your Files Here !/Ex_Files_Deep_Learning_Model_Optimization_Tuning/Exercise Files/root_cause_analysis.csv
31.92 KB