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
Information architects
Build data pipelines and storage solutions
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) andtidyverse
(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)