first day- while I trying to learn data science.

I don't have any idea about what is data science except that it's a programming field

let me write down what I've gotten today, Today I've learned about what is data science, along with, the difference between a data scientist, data engineer, data analyst and machine learning scientist.

I used to think these several work job titles are the same and there are no differences in real life, but you can give these titles another try.

Data Engineer Job

  1. Information architects

  2. Build data pipelines and storage solutions

  3. Maintain data access

Data engineering tools

SQL

  • To store and organize data

Java, Scala, or Python

  • Programming languages to process data

Shell Command line

  • to automate and run tasks

Cloud computing

  • AWS, Azure, Google Cloud Platform

Data analyst Job

  • Perform simpler analyses that describe data

  • Create reports and dashboards to summarize data Clean data for analysis

Data analyst tools

SQL

  • Retrieve and aggregate data

Spreadsheets (Excel or Google Sheets)

  • Simple analysis

BI tools (Tableau, Power BI, Looker)

  • Dashboards and visualizations

May have: Python or R

  • Clean and analyze data

Data scientist Job

  • Versed in statistical methods

  • Run experiments and analyses for insights

  • Traditional machine learning

Data scientist tools

SQL

  • Retrieve and aggregate data

Python and/or R

  • Data science libraries, e.g., pandas (Python) and tidyverse(R)

this image below from the data camp (platform that I've learned with)


this article the 1st of my journey to learn data science beside to help other people by share my journey, until now I've didn't face any problem or issues. but one day we will get it. this my journey to become software engineer or scientist(I've not chosen, yet)