Additional Resources for the Saudi Digital Academy Data Science Immersive Bootcamp
ML Cheatsheets
![](http://danoostra.com/wp-content/uploads/2020/05/MachineLearningAlgorithms-1024x654.png)
Keyword Search for Everything:
When searching the internet looking for data science resources be sure to always include the specific technology you are using or needing help with in your search phrase. For example, if you need to understand a python panda’s series, make sure you include "pandas" in your search. Here are some examples:
- "yellowbrick" sklearn ValueError
- How do I create a "numpy" array
- Where can I upload my "tableau" "shiny" "plotly" dashboard
Tips for using Google Search more effectively
- Use the tabs
- The first tip is to use the tabs in Google search. On the top of every search are a number of tabs.
- Use quotes
- how do I find "shiny" apps
- Use a hyphen to exclude words
- Mustang -cars
- Use a colon to search specific sites
- climate visualization:tableau.com
- Find a page that links to another page
- link:nytimes.com
- Use the asterisk wildcard
- “data * business finance”
- Find sites that are similar to other sites
- related:amazon.com
- Use Google search to do math
- 8 * 5 + 5 or Planck’s Constant
- Search for multiple words at once
- “Best ways to prepare for a job interview” OR “How to prepare for a job interview”
- (*Protip) Use words that websites would use
- “I have a flat tire” could be replaced by “repair a flat tire.”
- “My head hurts” could be replaced by “headache relief.”
Important Links
Competitions
Corporation
- IBM Advanced Data Science
- Machine Learning with Tensorflow by Google
- Amazon Web Services Machine Learning Training
- Microsoft Professional Program in Data Science
Financial Resources/Cheatsheets
- Financial Formulas 1
Finance formulas for Data Science and Financial Statements
- Financial Formualas 2
Simple Interest, Compound Interest, Future Value, Present Value
- Financial Concepts
More Financial information for data science students
Financial Videos Refresher
- Balance Sheet
- Cash Flow Forecasting
- Business Models and Theories
- SWOT Analysis
- Product Life Cycle
- Ansoff Matrix
Data science tools for different file formats
https://csvkit.readthedocs.io/en/1.0.5/
http://shancarter.github.io/mr-data-converter/
http://vis.stanford.edu/wrangler/app/
MOOC
- Fast.ai
- Data Camp Introduction to R
- Data Camp Introduction to Python for Data Science
- Deeplearning.ai
Lesson and Course Planning:
Online Presentation Methods:
Communication Tools:
Presentation Tools:
Assignments and Projects
Data Sources:
Data Science Environments:
Free Hosted Environments:
Local Install – text editors and IDEs
Cloud Tools
- RStudio Server
- Jupyterlab
- Tableau (Dashboards and BI)
- Superset (Dashboards and BI)
- Python Data Science Handbook