Certificate in Deep Learning with Keras by Vskills
Course Highlights
- Government Certification
- Certification valid for life
- Lifelong e-learning access
- Learning Hours: 12 hrs
- Life Time Job Support
- Job Profile Tagging
Skills you will learn!
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
Certificate in Deep Learning with Keras
Related Deep Learning Courses
Thank You!
Your review has been submitted successfully.