Astrolabs Deep Learning Bootcamp

Venue: AstroLabs Dubai
Address:Cluster R, Jumeirah Lakes Towers Unit JLT-PH2-RET-R5 Dubai 336851 United Arab Emirates


In this 2 week intensive bootcamp, our goal is to dispell the myths of Deep Learning, and show you how to build real world applications.

Day 1 - Python basics
Friday, February 22, 2019 10am-4pm

This module will be a crash course in Python for those that are unfamiliar with the language. If you have experience in Python, it will serve as a short refresher.

Day 2 - Numpy and ND arrays and Data Visualization in Python
Saturday, February 23, 2019 10am-4pm.

- Python Libraries
- Array creation and representation
- Indexing and slicing
- Universal Functions
- Reductions
- Linear operations

Day 3 - Deep learning, Machine Learning and Artificial Intelligence 101
Sunday, February 24, 2019 6:30-9pm

Deep learning 101:
- Deep Learning, Machine Learning and Artificial Intelligence Programming Basics
- Fundamentals of deep learning
- Building neural network from scratch (how to program them)

Day 4 - Machine Learning Libraries and Keras
Monday,February 25, 2019 6:30-9pm.

Creating Models in Keras:
- Intro to Machine Learning libraries
- Keras layers and models
- Optimizers and loss functions
- Training a Keras model

Day 5 - Deep Learning for Computer Vision, Introducton to Convolutional Neural Networks
Tuesday, February 26, 2019 6:30-9pm

Introduction to Convolutional Neural Networks (ConvNets ):
- Real World uses of Convnet
- What is convolution?
- Convolution in image processing

Day 6 - Learn to Implement and train a ConvNet in Keras
Wednesday, February 27, 2019 6:30-9pm.

Training a Convnet in Keras:
- Building a convnet using keras
- Training the convnet on MNIST dataset
- Plotting the loss graph in matplotlib

Day 7 - Implementing common application algorithms for Deep Learning
Thursday, February 28, 2019 6:30-9pm.

Day 8 - Understand Recurrent Neural Networks in the context of Sequential data, Different architectures of RNN
Friday, March 1, 2019 10am-4pm.

Day 9 - mplement a RNN in keras for different applications, RNN for NLP (Machine Translation, Sentiment Classification, Named Entity Recognition) + Program wrap up.

End Date: March 02, 2019.

End Time: 4:00 pm.

Category: Classes / Courses | Academic / Learning.

Students: AED 3000.00,
Standard: AED 5000.00,
Corporate: AED 7000.00.



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