Data Scientist VS Data Analyst
Muhammad Shiful Islam
Cloud AWS, Azure | Project Management SCM | ITIL | DevOps | Datacenter | VMware | CCNA, CCNP | RHCE,RHCV,RHCA |Cyber Security | Disaster Plan | Digital Transformation | Data Analyst Power BI
?. ?????? ??? ?????
| ???? ??????????? | ???? ??????????? |
|---------------------|------------------|
| ??????????? ??? ?????????????? ?????????????-? ????? ???? | ???????????? ?????????????-? ????? ???? |
| ????? ?????? ??????? ??? ???? ?????? ?????? ???? | ???????? ???? ??????? ??? ????????? ????????? ???????? ????? ???? |
| ????????? ????????? ??? ???????????? ???? ??? ???? | ???????? ???? ???????? ??? ????????? ???? ??? ???? |
---
?. ???????
| ???? ??????????? | ???? ??????????? |
|---------------------|------------------|
| ????? ??????? ???? ???? ??? ?????? ???? | ???? ???????? ??? ??????? ??? ????????? ??????? ???? |
| ????? ????????????????? ??????????? ??? ?????????? ??????? ???? | ??????????????? ???? ??????? ??? ?????????? ???? ???? |
| ?????????????? ???? (???? ??????, ????) ???? ??? ???? | ??????? ???????????? ???? (???? ???????, ??????????) ???? ??? ???? |
| ?????????? ??? AI ?????? ?????? ???? | ???? ???????, ????????????? ??? ?????????????? ????? ???? |
?. ?????? ??? ????
| ???? ??????????? | ???? ??????????? |
|---------------------|------------------|
| ???????????: Python, R, SQL. | ???????????: SQL, Excel, ????? Python/R. |
| ????? ???????: Scikit-learn, TensorFlow, PyTorch. | ???? ?????????????: Tableau, Power BI, Excel. |
| ????? ???????????????: ????????, ???????????, ?????????? ???????? | ????? ???????????????: ???????????? ???????????????, ????????? |
| ??? ???? ????: Hadoop, Spark. | ??????? ????: SQL, Excel, Google Sheets. |
| ?????? ???????????: AWS, Google Cloud, Azure. | ????????? ????: Tableau, Power BI, Looker. |
?. ???????? ???????
| ???? ??????????? | ???? ??????????? |
|---------------------|------------------|
| ??????? ????????? ?? PhD ?????? ????, ???? ????????? ???????, ???????????????, ?? ????????????? | ??????? ???????? ?????? ????, ???? ??????, ?????????, ?? ???????????????? |
| ????? ???????, ?????????? ??? ???????????-? ????? ????? ???????? | ???? ??????????? ??? ??????????????? ????? ????? ???????? |
?. ?????? ??? ???????????
| ???? ??????????? | ???? ??????????? |
|---------------------|------------------|
| ??????????? ????, AI ?????? ??? ???????????? ?????????? ??????? ???? | ???????, ?????????? ??? ????????????? ??????? ???? |
| ???????? ?? ??? ???? ??? ?????? ?????? ???? | ????? ?? ????? ??? ?????? ?????? ???? |
?. ????????? ??????
| ???? ??????????? | ???? ??????????? |
|---------------------|------------------|
| ??????? ??? ????????????? ?????? ?????-? ?????? ????? | ????????? ?????? ????? ??? ???????? ????????? ?????? ??????? ???? |
| ??????? ???????????, ????-?????? ???????? ??? ???? | ??????? ????????????, ???????????? ???????? ??? ???? |
?. ?????? ?????
| ???? ??????????? | ???? ??????????? |
|---------------------|------------------|
| - ?-?????? ????????????? ???? ??????????? ??????? ???? ???? | - ???? ???? ???????? ??? ??-????????? ????????? ??????? ???? |
| - ???????? ???? ???? ??????? ?????????? ?????? ???? | - ????? ???? ???????????? ?????????? ???? ???? |
| - ????? ??????? ??????? ??? ???????? ????? ????????? ???? | - ???????? ??????????????? ??? ??????? ???? ???? |
??? ???????? ????????
- ???? ??????????? ??????????? ??????, ????? ???????, ??? ????? ?????????????-? ????? ????
- ???? ??????????? ???????????? ?????????????, ?????????, ??? ?????????????-? ????? ????
????????? ??????????
- ???? ???? ??????????? ???????????, ????? ??????? ??? ????? ??????????????? ???? ???? ??????????? ??? ??????
- ???? ???? ??????????? ??????? ????? ??????? ??????????, AI ???????????, ?? ???? ??????? ????????? ?????? ????????? ?????