Applied Deep Learning with Keras eLearning | C8E3DA720B9221D244500C4372527787B5DDF681

Applied Deep Learning with Keras eLearning

Name	Applied Deep Learning with Keras (eLearning)	DOWNLOAD Copy Link
Total Size	13.9 GB
Total Files	79
Hash	C8E3DA720B9221D244500C4372527787B5DDF681

/Exersice files/
9781789950922_Code.zip	830.2 MB
/
Visit Coursedrive.org.url	0.1 KB
Course Downloaded from coursedrive.org.txt	0.5 KB
/Applied Deep Learning with Keras (eLearning)/
ReadMe.txt	0.5 KB
Visit Coursedrive.org.url	0.1 KB
/.../1 - Introduction to Machine Learning with Keras/
Appropriate Representation of the Data.mp4	291.2 MB
Cleaning the Data.mp4	302.2 MB
Course Overview.mp4	105.3 MB
Creating a Simple Model.mp4	259.0 MB
Data Pre-Processing.mp4	52.7 MB
Data Representation.mp4	166.9 MB
Installation and Setup.mp4	322.3 MB
Keras.mp4	199.4 MB
Lesson Overview.mp4	130.9 MB
Lesson Summary.mp4	33.2 MB
Lifecycle of Model Creation.mp4	22.2 MB
Loading a Dataset from the UCI Machine Learning Repository.mp4	411.4 MB
Machine Learning Libraries and scikit-learn.mp4	174.7 MB
Model Training.mp4	316.3 MB
Model Tuning.mp4	127.3 MB
Must Read.txt	0.5 KB
Regularization.mp4	179.4 MB
Visit Coursedrive.org.url	0.1 KB
/.../2 - Machine Learning versus Deep Learning/
Introduction to ANNs.mp4	335.2 MB
Introduction to Keras.mp4	229.2 MB
Lesson Overview.mp4	42.9 MB
Lesson Summary.mp4	24.5 MB
Linear Transformations.mp4	259.4 MB
Matrix Transposition.mp4	192.5 MB
/.../3 - Deep Learning with Keras/
Building Your First Neural Network.mp4	459.3 MB
Gradient Descent for Learning the Parameters.mp4	213.8 MB
Lesson Overview.mp4	100.7 MB
Lesson Summary.mp4	24.3 MB
Model Evaluation.mp4	376.8 MB
/.../4 - Evaluate Your Model with Cross-Validation using Keras Wrappers/
Cross-Validation for Deep Learning Models.mp4	310.6 MB
Cross-Validation.mp4	287.1 MB
Evaluate Deep Neural Networks with Cross-Validation.mp4	223.1 MB
Lesson Overview.mp4	71.5 MB
Lesson Summary.mp4	30.5 MB
Model Selection with Cross-validation.mp4	281.3 MB
Write User-Defined Functions to Implement Deep Learning Models with Cross-Validation.mp4	342.5 MB
/.../5 - Improving Model Accuracy/
Data Augmentation.mp4	129.4 MB
Dropout Regularization.mp4	330.4 MB
Hyperparameter Tuning with scikit-learn.mp4	215.6 MB
L1 and L2 Regularization.mp4	197.5 MB
Lesson Overview.mp4	125.7 MB
Lesson Summary.mp4	27.1 MB
Other Regularization Methods.mp4	223.1 MB
Regularization.mp4	251.9 MB
/6 - Model Evaluation/
Accuracy.mp4	204.3 MB
Calculate the ROC and AUC Curves.mp4	331.0 MB
Computing Accuracy and Null Accuracy with Healthcare Data.mp4	379.2 MB
Confusion Matrix.mp4	312.2 MB
Imbalanced Datasets.mp4	93.2 MB
Lesson Overview.mp4	83.8 MB
Lesson Summary.mp4	45.5 MB
/.../7 - Computer Vision with Convolutional Neural Networks/
Amending Our Model by Reverting to the Sigmoid Activation Function.mp4	122.5 MB
Architecture of a CNN.mp4	232.9 MB
Changing the Optimizer from Adam to SGD.mp4	135.3 MB
Classifying a New Image.mp4	65.3 MB
Computer Vision.mp4	125.2 MB
Image Augmentation.mp4	272.5 MB
Lesson Overview.mp4	97.9 MB
Lesson Summary.mp4	58.8 MB
/.../8 - Transfer Learning and Pre-trained Models/
Classification of Images that are not Present in the ImageNet Database.mp4	148.9 MB
Fine Tuning a Pre-Trained Network.mp4	224.3 MB
Fine-Tune the VGG16 Model.mp4	200.7 MB
Image Classification with ResNet.mp4	140.8 MB
Lesson Overview.mp4	68.6 MB
Lesson Summary.mp4	52.7 MB
Pre-Trained Sets and Transfer Learning.mp4	271.9 MB
/.../9 - Sequential Modeling with Recurrent Neural Networks/
Lesson Overview.mp4	68.5 MB
Lesson Summary.mp4	16.5 MB
Long Short-Term Memory – LSTM.mp4	126.4 MB
Predict the Trend of Apple's Stock Price Using an LSTM with 50 Units (Neurons).mp4	205.8 MB
Predicting the Trend of Apple's Stock Price Using an LSTM with 100 Units.mp4	171.1 MB
ReadMe.txt	0.5 KB
Sequential Memory and Sequential Modeling.mp4	367.7 MB
Visit Coursedrive.org.url	0.1 KB
Total files 79