how to learn data science: top resources | do you need a degree(s) to get hired?

TIMESTAMPS:

Intro: 0:00-0:43
5 things to learn: 0:43-2:02
Top Resources for self-study (videos, courses, books, websites & how to choose resources): 2:02-6:53
Discussion on degrees (do you need them to find a job, and how to choose what to study): 6:53-13:56

VIDEOS EXPLAINING CONCEPTS YOU NEED TO LEARN:

Overview of learning data science theory, programming skills and hands-on experience: How to get a job in data science (1::11 - 5::15) -https://youtu.be/nSzLMenLFos

Learning data science theory: Math you need to know for data science (esp from 11::05-13::33) - https://youtu.be/eJtHzkMy_1k

Learning data science programming skills: What is a Data Scientist? (esp from 8::21-10::20) - https://youtu.be/E1pNOqyq8s8

Learning how to apply data science theory and programming skills in a project: How to build a machine learning model: https://youtu.be/KtKZVc0joYQ

** note: the links below are affiliate links, meaning I receive a small referral commission

FIND A SUPER COOL DATA SCIENCE MENTOR
https://www.sharpestminds.com/?r=damsel

MY RECOMMENDED DATA SCIENCE COURSERA COURSES

Professional Data Science Certificate (IBM): https://coursera.pxf.io/QOvm49

Python for Everybody (University of Michigan): https://coursera.pxf.io/kj1BZv

Machine Learning (Stanford): https://coursera.pxf.io/e45Vg6

Statistics with Python (University of Michigan): https://coursera.pxf.io/Gj4zG6

And finally, for data people who didn’t major in computer science and are tired of getting made fun of by software engineers:
Data Structures and Algorithms (UC San Diego) - https://coursera.pxf.io/rnq6Ld
ADDITIONAL RECOMMENDED RESOURCES FOR SELF-STUDY:

Data Science from Scratch book: https://www.amazon.ca/Data-Science-Scratch-Principles-Python/dp/149190142X
Data Science from Scratch Github repo: https://github.com/joelgrus/data-science-from-scratch

Free e-book version of “Deep Learning” book - https://www.deeplearningbook.org/

Online Data Science Courses by Udemy: https://www.udemy.com/topic/data-science/

Andrew Ng’s Machine Learning Course by Stanford University / Coursera - https://click.linksynergy.com/deeplink?id=bZkOerDdGVE&mid=40328&murl=https%3A%2F%2Fwww.coursera.org%2Flearn%2Fmachine-learning

Best site to get practical data science experience - https://www.kaggle.com/

Different Types of data scientists: https://youtu.be/E1pNOqyq8s8 (1::54-5::29)

Blog Post: Breaking into data science with no degree -
https://towardsdatascience.com/the-value-of-a-degree-for-aspiring-data-scientists-8c42a261e502

#datascience #machinelearning #datascienceeducation

Видео how to learn data science: top resources | do you need a degree(s) to get hired? канала Damsel in Data