BY LEONARDO DI MARCHI

Data Science Economy workshops
Deep Learning Course

20th – 22nd of May 2020 / Online course
ONLINE

3 Days

09:30 – 12:00
20th – 22nd May
Leonardo de Marchi

Deep Dive into Deep Learning

This course is much more than just a tutorial. Here you will tackle real business problems and have a guided tour to a solution. You will learn frameworks/tools for the problem.

Abstract

Gain the tools and knowledge you need to begin developing your own Deep Learning projects in this course with Leonardo De Marchi.

Take a look at Deep Learning concepts with Keras by analyzing an image recognition project and learning to develop the model from start to finish. We will then look at more complicated concepts like RNN, Transformers and Deep Reinforcement Learning. Each section will have a coding exercise.

Target audience
Workshop is intended for Data Scientists, Analysts and Developers that plans to start their first deep learning project, to save them time and resources and provide all the basic information to get started straight away. 

Technical Prerequisites
Attendants should have a laptop and Python installed with pip available. They should also download this images will be used as a data set for the workshop.

Find a detailed schedule below






SCHEDULE

FIRST DAY

DL BASIC

  • Introduction to Deep Learning
  • Key ML concepts and terminology

Break + quizz

  • Examples in industry and research
  • Formalizing your own DL problem

THE PERCEPTRON

  • Theory
  • Implementing it from scratch
  • Implementing it in keras

Break + quizz

FEEDFORWARD NEURAL NETWORKS 

  • Training neural networks, optimization methods, error back-propagation
  • Introduction to Keras and Pytorch

SECOND DAY

IMPLEMENT AND TRAIN A FEED-FORWARD NEURAL NETWORK IN KERAS 

  • Recap of FFNN
  • Tackling a computer vision problem

Break + quizz

RECURRENT NEURAL NETWORKS 

  • Understanding recurrent architectures
  • Elman, LSTM and GRU units
  • Bi-directional architectures

Break + quizz

  • Combining RNNs with convolutional and feed-forward layers
  • Implementation in Keras

Implementation in Keras

Implementation in Keras

THIRD DAY

NLP 

  • Introduction to SL for NLP
  • Word2vect
  • Transformers

Break + quiz

Deep RL

  • Reinforcement Learning
  • Introduction to RL
  • Introduction to Deep Reinforcement Learning
Workshop

Moderators

For a workshop to be successful, we dont need only a great speakers – we need a great moderators that will engage the audience. Lucky you!
https://i2.wp.com/ds2economy.com/wp-content/uploads/2015/12/speaker_demarchi.jpg?w=1200

Leonardo

de Marchi

Leonardo De Marchi holds a Master in Artificial intelligence and has worked as a Data Scientist in the sport world, with clients such as New York Knicks and Manchester United, and with large social networks, like Justgiving. He now works as Lead Data Scientist in Badoo, the largest dating site with over 360 million users.