Deep Learning Professional Certificate Program (edX)

“Formal education makes a living, but self-education makes a fortune,” - Jim Rohn

Professional Certificate in Deep Learning

https://www.edx.org/professional-certificate/ibm-deep-learning

Due to the heavy use of Data Science when working on Deep Learning, I've decided take an entirely different certification course first...

• Professional Certificate in Python Data Science þ

    ·         oDeep Learning Fundamentals with Keras

o   Prerequisites:

§  Python Programming.

·        See prerequisites of next section for more Python related courses
·         https://www.edx.org/course/python-basics-for-data-science-2 þ

§  Machine Learning with Python. 

·        https://www.edx.org/course/machine-learning-with-pythonþ

§  Partial Derivatives. edX recommended Khan Academy.  I also traded a sushi dinner to my son for some tutoring, where I posted my notes here and here.

·         https://www.youtube.com/watch?v=AXqhWeUEtQU Introduction þ

·         https://www.youtube.com/watch?v=kdMep5GUOBw Formal definition þ

·         https://www.youtube.com/watch?v=dfvnCHqzK54 And Graphs þ

·         oDeep Learning with Python and PyTorch

o   Prerequisites.  Here I elect to use Pluralsight courses I deemed similar to the edX courses.

§  Python & Jupyter notebooks

·         Python

o   https://app.pluralsight.com/library/courses/python-big-picture/table-of-contents  þ

o   https://app.pluralsight.com/library/courses/python-getting-started/table-of-contents    þ

o   https://app.pluralsight.com/library/courses/python-fundamentals/table-of-contents þ

·         Jupyter notebook

o   https://app.pluralsight.com/library/courses/jupyter-notebook-python/table-of-contents þ

§  Machine Learning concepts

·         https://app.pluralsight.com/library/courses/understanding-machine-learning/table-of-contents þ

§  Deep Learning concepts

·         https://app.pluralsight.com/library/courses/deep-learning-big-picture/table-of-contents þ

·         oDeep Learning with Tensorflow  

o   Prerequisites:

§  Same prerequisites as previous course.

·        oUsing GPUs to Scale and Speed-up Deep Learning  

o   Prerequisites:

§  No prerequisites.

·         oApplied Deep Learning Capstone Project  

o   Prerequisites:

§  Completed all courses in the Deep Learning Professional Certification Program  o