Course Highlights
  • Government Certification
  • Certification valid for life
  • Lifelong e-learning access
  • Learning Hours: 12 hrs
  • Life Time Job Support
  • Job Profile Tagging
Curriculum

15 Topics
Course Overview
Installation and Setup
Lesson Overview
Data Representation
Loading a Dataset from the UCI Machine Learning Repository
Data Pre-Processing
Cleaning the Data
Appropriate Representation of the Data
Lifecycle of Model Creation
Machine Learning Libraries and scikit-learn
Keras
Model Training
Creating a Simple Model
Model Tuning
Regularization

5 Topics
Lesson Overview
Introduction to ANNs
Linear Transformations
Matrix Transposition
Introduction to Keras

4 Topics
Lesson Overview
Building Your First Neural Network
Gradient Descent for Learning the Parameters
Model Evaluation

6 Topics
Lesson Overview
Cross-Validation
Cross-Validation for Deep Learning Models
Evaluate Deep Neural Networks with Cross-Validation
Model Selection with Cross-validation
Write User-Defined Functions to Implement Deep Learning Models with Cross-Validation

7 Topics
Lesson Overview
Regularization
L1 and L2 Regularization
Dropout Regularization
Other Regularization Methods
Data Augmentation
Hyperparameter Tuning with scikit-learn

6 Topics
Lesson Overview
Accuracy
Imbalanced Datasets
Confusion Matrix
Computing Accuracy and Null Accuracy with Healthcare Data
Calculate the ROC and AUC Curves

7 Topics
Lesson Overview
Computer Vision
Architecture of a CNN
Image Augmentation
Amending Our Model by Reverting to the Sigmoid Activation Function
Changing the Optimizer from Adam to SGD
Classifying a New Image

6 Topics
Lesson Overview
Pre-Trained Sets and Transfer Learning
Fine Tuning a Pre-Trained Network
Classification of Images that are not Present in the ImageNet Database
Fine-Tune the VGG16 Model
Image Classification with ResNet

5 Topics
Lesson Overview
Sequential Memory and Sequential Modeling
Long Short-Term Memory – LSTM
Predict the Trend of Apple's Stock Price Using an LSTM with 50 Units (Neurons)
Predicting the Trend of Apple's Stock Price Using an LSTM with 100 Units

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Certificate in Deep Learning with Keras

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