Deep Learning Adventures Chapter 1 - Presentation 1

A quick overview of Coursera’s Tensorflow in Practice specialization course

George Zoto

https://www.meetup.com/Deep-Learning-Adventures

In the beginning...

• Meetup Link https://www.meetup.com/Deep-Learning-Adventures
• GitHub repository https://github.com/georgezoto/Deep-Learning-Adventures https://github.com/georgezoto/TensorFlow-in-Practice
• Join us on Slack https://join.slack.com/t/deeplearninga-nmk8930/shared_invite/zt-d52h9mm9-h~Q0ZXw5PXsTDzPIlNIvog
• Need a refresher or new to Deep Learning?
• YouTube recordings of all our Meetups 😀 https://bit.ly/deep-learning-tf

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Not a typical Meetup… Get ready for a fun game 😀🎉

MOOCs, Coursera, TensorFlow

Source: https://www.classcentral.com/report/mooc-stats-2019/

TensorFlow: An end-to-end open source machine learning platform

Source: https://www.tensorflow.org/

Attribution to Coursera and deeplearning.ai

Source:

https://www.coursera.org/about/terms

https://www.coursera.org/

https://www.deeplearning.ai/

Chapter 1 - TensorFlow in Practice Specialization

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Source: https://www.coursera.org/specializations/tensorflow-in-practice

Chapter 1 - TensorFlow in Practice Specialization

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Source: https://www.coursera.org/specializations/tensorflow-in-practice

Setup

Colaboratory is a free Jupyter notebook environment that requires no setup and runs entirely in the cloud. You can write and execute code, save and share your analyses, and access powerful computing resources, all for free from your browser.

https://colab.research.google.com

Course 1: Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning

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Week 1: A New Programming Paradigm

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A New Programming Paradigm

A New Programming Paradigm

A New Programming Paradigm

A New Programming Paradigm

A New Programming Paradigm

A New Programming Paradigm

A New Programming Paradigm

A New Programming Paradigm

A New Programming Paradigm

Source: https://github.com/lmoroney/dlaicourse

Check out these resources

Source: https://www.deeplearning.ai/ai-for-everyone/

Check out these resources

Source:

https://www.youtube.com/tensorflow

http://playground.tensorflow.org/

Check out these events and Meetups

Source:

https://www.youtube.com/watch?v=zGFKSQlef_0

https://www.meetup.com/DC-NLP/events/269502685

https://www.meetup.com/Bethesda-Artificial-Intelligence-Meetup

https://www.meetup.com/novadeeplearning

https://www.meetup.com/Machine-Learning-Paper-Club

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Check out this new certification and online conference

Source:

https://blog.tensorflow.org/2020/03/introducing-tensorflow-developer-certificate.html?m=1

https://www.nvidia.com/en-us/gtc/

Time for a fun game 😀🎉

Practice here or use Flashcards: quizizz.com/join/quiz/5e87bdbc07fa7f001b120404/start?from=soloLinkShare&referrer=5d921444d0fa99001a135336

Time for a fun game 😀🎉

Practice here or use Flashcards: https://quizizz.com/join/quiz/5e87bdbc07fa7f001b120404/start?from=soloLinkShare&referrer=5d921444d0fa99001a135336

Questions

Discussion

Content added after our 1st session, based on group feedback

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Our model was even simpler than this, with just 1 neuron in the hidden layer as its only output layer.

Our code is available on GitHub and on our Slack channel: https://github.com/georgezoto/TensorFlow-in-Practice/blob/master/Course-1-Introduction-to-TensorFlow/C1W1_A_new_programming_paradigm_1.ipynb

Content added after our 1st session, based on group feedback

​

Our code is available on GitHub and on our Slack channel: https://github.com/georgezoto/TensorFlow-in-Practice/blob/master/Course-1-Introduction-to-TensorFlow/C1W1_A_new_programming_paradigm_1.ipynb