# Week 1: Monday (November 16th 2020) #### Afternoon: 1. What is data? 2. Kind of data: - Qualitative: descriptive information, used to describe events, or objects in the events (images, text) - Quantitative: - Discrete - Continuous - Example: - Qualitative data: - the girl is crunching the pencil - The color of the hair - the color of the shirt - the computer type - Quantitative: - number of pencils - number of color of the pencil - number of eyes - the length of the hair - Discussion: - Why do we need data? - Data is the new oil - Data is used to understand the insight of some thing (process, customers, economy etc...) - How can we collect data? - sensors (in machine, production process) - surveys/ interviews (behaviors, customers tastes) - camera - recorder - Census vs Sample - Census: the entire population, costly to collect, not real time - Sample: collect a subset of the population, but needs to randomly take the sample to make sure the sample representative of the population, avoid bias when sampling - Structured data vs Unstructured data: - Structured data: well formatted, have proper columns and rows, have clear definition of data types - Unstructured data: voice or audio data, text data from newspapers - Data Science: extract insights from data - Machine Learning: program computers to solve some tasks without explicit setting out the rules by programmers - ML classification: regression, classification - How does ML work? - Traditional SW workflow: programmers define the rule, evaluate the software performance, then adjust or update the rule - ML: let the computer learn to solve the problem by giving it enough data # Week 1: Tuesday (November 17th 2020) #### Morning: - Python basics #### After: - Python basics (cont) # Week 1: Wednesday (November 18th 2020) #### Morning: - Python basics #### After: - Python basics (cont) # Week 1: Thursday (November 19th 2020) #### Morning: - CLI/ Bash # Week 1: Friday (November 20th 2020) #### Morning: - HTML - Tag syntax: <h1> This is an example of tag h1 </h1> - <tagname attributename="attributevalue">content</tagname> - <p class="foo">This is a paragraph in a p tag class foo</p> - tag p takes the entire span - tag span takes only the width equal to the content - CSS (Cascading Stylesheets) - CSS code inside an HTML tag - CSS code inside an HTML document - CSS code in external file style.css (preferred) - Semantic tags for HTML: - header, nav, main, article, footer -