AI & Machine Learning
Deep Learning with Tensorflow and Keras
Learn deep learning with TensorFlow 2 and Keras.
3 daysIntermediate11 modules
About this course
Learn deep learning with TensorFlow 2 and Keras. Over three days you will move from NumPy, pandas and visualisation through machine learning theory to building artificial and convolutional neural networks for image classification, including medical imaging.
What you'll learn
- Learn to use TensorFlow 2.0 for Deep Learning
- Leverage the Keras API to quickly build models that run on Tensorflow 2
- Perform Image Classification with Convolutional Neural Networks
- Use Deep Learning for medical imaging
- Forecast Time Series data with Recurrent Neural Networks
- Use Generative Adversarial Networks (GANs) to generate images
- Use deep learning for style transfer
- Generate text with RNNs and Natural Language Processing
- Serve Tensorflow Models through an API
- Use GPUs for accelerated deep learning
Curriculum
11 modules
1NumPy
2Pandas
3Data Visualization
4Machine Learning Theory
5Model Evaluation - Regression and Classification Tasks
6Unsupervised Learning Tasks
- Perceptrons
- Networks
- Activation Functions
- Cost/Loss Functions
- Backpropagation
- Gradients
8Artificial Neural Networks with keras
9Convolutional Neural Networks
10Recurrent Neural Networks
11Generative Deep Learning
Who it's for
Developers, analysts and researchers with basic Python skills.
Before you start
- Introduction to Python and Python for Data Science ; Python for Machine Learning recommended
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