Linkedin - Deep Learning - Model Optimization and Tuning

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Linkedin - Deep Learning - Model Optimization and Tuning

Torrent Contents Size: 472.9 MB

Linkedin - Deep Learning - Model Optimization and Tuning
▼ show more 60 files
001. Optimizing neural networks.en.srt
SRT
1.3 KB
001. Optimizing neural networks.mp4
MP4
7.4 MB
002. Prerequisites for the course.en.srt
SRT
4.3 KB
002. Prerequisites for the course.mp4
MP4
19.7 MB
003. Setting up exercise files.en.srt
SRT
3.3 KB
003. Setting up exercise files.mp4
MP4
20.3 MB
004. What is deep learning.en.srt
SRT
2.6 KB
004. What is deep learning.mp4
MP4
14.4 MB
005. Review of artificial neural networks.en.srt
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4.1 KB
005. Review of artificial neural networks.mp4
MP4
21.7 MB
006. An ANN model.en.srt
SRT
2.4 KB
006. An ANN model.mp4
MP4
13.6 MB
007. Model optimization and tuning.en.srt
SRT
2.4 KB
007. Model optimization and tuning.mp4
MP4
13 MB
008. The deep learning tuning process.en.srt
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5 KB
008. The deep learning tuning process.mp4
MP4
25.1 MB
009. Experiment setups for the course.en.srt
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3.2 KB
009. Experiment setups for the course.mp4
MP4
17.9 MB
010. Epoch and batch size tuning.en.srt
SRT
3.2 KB
010. Epoch and batch size tuning.mp4
MP4
16.8 MB
011. Epoch and batch size experiment.en.srt
SRT
4.8 KB
011. Epoch and batch size experiment.mp4
MP4
26.1 MB
012. Hidden layers tuning.en.srt
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3.2 KB
012. Hidden layers tuning.mp4
MP4
16.9 MB
013. Determining nodes in a layer.en.srt
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3.4 KB
013. Determining nodes in a layer.mp4
MP4
17.2 MB
014. Choosing activation functions.en.srt
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3.2 KB
014. Choosing activation functions.mp4
MP4
17.2 MB
015. Initializing weights.en.srt
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2.8 KB
015. Initializing weights.mp4
MP4
14.9 MB
016. Vanishing and exploding gradients.en.srt
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4 KB
016. Vanishing and exploding gradients.mp4
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20.5 MB
017. Batch normalization.en.srt
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3 KB
017. Batch normalization.mp4
MP4
15.7 MB
018. Optimizers.en.srt
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2.4 KB
018. Optimizers.mp4
MP4
12.2 MB
019. Optimizer experiment.en.srt
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2.1 KB
019. Optimizer experiment.mp4
MP4
10.5 MB
020. Learning rate.en.srt
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1.9 KB
020. Learning rate.mp4
MP4
10.2 MB
021. Learning rate experiment.en.srt
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1.8 KB
021. Learning rate experiment.mp4
MP4
10.5 MB
022. Overfitting in ANNs.en.srt
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3.1 KB
022. Overfitting in ANNs.mp4
MP4
15.7 MB
023. Regularization.en.srt
SRT
1.3 KB
023. Regularization.mp4
MP4
7.3 MB
024. Regularization experiment.en.srt
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1.3 KB
024. Regularization experiment.mp4
MP4
7.3 MB
025. Dropouts.en.srt
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1.7 KB
025. Dropouts.mp4
MP4
8.5 MB
026. Dropout experiment.en.srt
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1.4 KB
026. Dropout experiment.mp4
MP4
8.3 MB
027. Tuning exercise Problem statement.en.srt
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6.5 KB
027. Tuning exercise Problem statement.mp4
MP4
33.9 MB
028. Acquire and process data.en.srt
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1.4 KB
028. Acquire and process data.mp4
MP4
7.5 MB
029. Tuning the network.en.srt
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1.9 KB
029. Tuning the network.mp4
MP4
9 MB
030. Tuning backpropagation.en.srt
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1.3 KB
030. Tuning backpropagation.mp4
MP4
7.3 MB
031. Avoiding overfitting.en.srt
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1.3 KB
031. Avoiding overfitting.mp4
MP4
7.5 MB
032. Building the final model.en.srt
SRT
2.1 KB
032. Building the final model.mp4
MP4
11.6 MB
033. Continuing your deep learning journey.en.srt
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1.1 KB
033. Continuing your deep learning journey.mp4
MP4
6 MB
Bonus Resources.txt
TXT
409.6 B
Common_Experiment_Functions.ipynb
IPYNB
21.1 KB
Get Bonus Downloads Here.url
URL
204.8 B
code_02_XX Tuning the Deep Learning Network.ipynb
IPYNB
346.8 KB
code_03_XX Tuning Back Propagation.ipynb
IPYNB
197.8 KB
code_04_XX Overfitting Management.ipynb
IPYNB
128.6 KB
code_05_XX Incident Root Cause Analysis Exercise.ipynb
IPYNB
420.4 KB
iris.csv
CSV
3.8 KB
root_cause_analysis.csv
CSV
31.9 KB

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