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Image Generation using Deep Learning

ONLINE KICKSTART SERIES

  • Schedule

    7 October 2020 | 18.30 – 21.30

  • Online Learning

    Via Zoom

  • Investment

    IDR 100.000

  • Language

    English

Course Summary

This is a beginner-friendly introductory session for building a deep learning model using Python Programming language. We will be looking into one of the most popular implementation of the deep learning model: image generation. We will discuss the fundamentals concept of deep learning architecture and its application in several other fields.

The program we are using in this session will run on top of TensorFlow architecture and several other dependencies. It is not mandatory to install any requirements on your local computer. The codes we are using will be made available on Google Collaboratory, an online virtual machine that is free to access (requires a google account).

Some familiarity in Python, and/or geometry will be helpful but is not required as the instructor assumes no prior knowledge in math/programming for all workshops in the Kickstart Series.

NOTES: This workshop will be delivered in English.

Schedule

  • 18.30 – 19.00: Introduction (GAN use-cases and motivational examples + course outline)
  • 19.00 – 19.15: Neural Network Concept and Architecture
  • 19.15 – 19.45: Deep Learning (CNN) Concept and Architecture
  • 19.45 – 20.15: GAN Concept and Architecture
  • 20.15 – 20.45: Controlling GAN with Latent Space
  • 20.45 – 21.00: Generating Image(Demo)
  • 21.00 – 21.30: Q&A

IQBAL BASYAR

Your Instructor

Iqbal Basyar is a machine learning practitioner and has adopted the practice since the booming age of Computer Vision (2015). He has more than 3 years of teaching experience. Started in 2017 he started by teaching Mathematics and became a mentor at Google Summer of Code in 2018. In 2019, he is appointed as one of the Machine Learning Instructors at Indonesia’s Ministry of Communication and Information Technology. He has conducted numerous consultative data science training for PT Indo Kordsa, PT. Sigma Metrasys, and Bank Rakyat Indonesia, to name a few.

Kickstart Series

Workshops in our Kickstart series are tailored to casual programmers and non-programmers that are taking their first steps into data science. It assumes no prior knowledge or academic background, and attendees will be introduced to the beautiful art of writing R / Python code to produce data visualization and build machine learning models. The workshop has a gentle learning slope that is designed with non-technical professionals and academics in mind.

Frequently Asked Questions

Yes, you can still attend the workshop as it is a beginner-friendly workshop.

Our system will send you an email containing a link and details to join the Zoom meeting.

Learning materials will be emailed to the registered email address.

Workshop Receivables:

  • Workshop Lecturer’s Notes

    Including 2x Course Books (PDF), HTML files, course transcripts (if any).

  • Highly-accelerated Learning

    Learn under the assistance of the mentorship of our lead instructor.

  • Supplement Materials

    Receive supplement datasets to practice on, reference notes, working files (R Notebook or Jupyter Notebook), and other materials that will help you master the topics.