Data science collection

Links

Online Course/Certificate

starter guide for ML with links to some up-to-date resources.

deeplearning.ai practical-data-science-specialization

Certificates

• TensorFlowDeveloper Certificate program
• IBM Data Science — Python

• Google Machine Learning

• Coursera
• Edx
• Udacity

Coursera is prefered as it is more top uni based. Just search “data science”.

Below are some examples, nNote below assume around 5/6 hrs effort each week.

Python

• numpy & pandas
• Applied data science

Kaggle

• How to Win a Data Science Competition: Learn from Top Kagglers

More

• Intro, R, Tableau, case study: Google Data Analytics Professional Certificate

Career

Data Scientists vs. Data Analysts edX blog

Interview

• Andrew Ng “Heros” series (Youtube may have) #TODO

Uni Courses outline / read material

CMU deep learning

Blog-ish

Colah - LSTMs
Christian Herta - ML outline

Mailing list

the batch by Andrew Ng

Coding (Python)

search “data science” on GitHub

Github

To find more resource, u could find someone who is reputable, then have a look at what they repo star.

More

Applied Data Science Role or Research Role.

Competition list

• Kaggle
• DrivenData
• TianChi

Posts

amazon

• Andrew Ng course introduction to machine learning
• https://machinelearningflashcards.com/

data science learning materials, see third heading

• The ultimate guide to data science interviews

Community