I am totally new to tech and want to know if the Coursera data science specializations are actually worth paying for or if free YouTube videos are better.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am totally new to tech and want to know if the Coursera data science specializations are actually worth paying for or if free YouTube videos are better.
3 real searches · 1 real-search pass
Coursera IBM Data Science Professional Certificate curriculum beginner Python SQL projects officialGoogle ↗
OBSERVEDInstruction
Coursera Applied Data Science with Python specialization University of Michigan prerequisites officialGoogle ↗
OBSERVEDInstruction
Coursera Google Advanced Data Analytics Professional Certificate prerequisites officialGoogle ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Coursera IBM Data Science Professional Certificate curriculum beginner Python SQL projects official Google ↗
Coursera Applied Data Science with Python specialization University of Michigan prerequisites official Google ↗
Coursera Google Advanced Data Analytics Professional Certificate prerequisites official Google ↗
- IBM Data Science Professional Certificate · coursera.org
- IBM Data Science Professional Certificate · coursera.org
- View IBM specialization · coursera.org
- Google Data Analytics Professional Certificate · coursera.org
- View Google specialization · coursera.org
- Applied Data Science with Python · coursera.org
- Applied Data Science with Python · coursera.org
- Free Python tutorials · youtube.com
- Watch tutorials · youtube.com
- Watch StatQuest · youtube.com
- Start free lessons · kaggle.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Coursera IBM Data Science Professional Certificate curriculum beginner Python SQL projects official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Coursera Applied Data Science with Python specialization University of Michigan prerequisites official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Coursera Google Advanced Data Analytics Professional Certificate prerequisites official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |