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Expand file tree Collapse file tree Original file line number Diff line number Diff line change @@ -232,10 +232,18 @@ It is composed of **two subprojects (two stages)** that together satisfy the ext
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233233### [ Stage 1 – Consuming Third‑Party APIs, Dashboards and Prediction] ( )
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235- [ ** Theme:** ] ( ) “Consuming APIs for data analysis” – using Web Services for [ ** knowledge and prediction** ] ( ) based on remote data
235+ [ ** Theme:** ] ( ) “Consuming APIs for data analysis” – using Web Services for [ ** knowledge and prediction** ] ( ) based on remote data.
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237237The group selects a market or social domain and develops the following steps:
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239+ [ 1.] ( ) Identify APIs of interest that provide data suitable for analysis and prediction.
240+ [ 2.] ( ) Consume the APIs and generate in‑memory data tables.
241+ [ 3.] ( ) Process the data applying filters, aggregations and totals.
242+ [ 4.] ( ) Store filtered data in a ** SQL database** .
243+ [ 5.] ( ) Develop a ** dashboard** to present the results.
244+ [ 6.] ( ) Apply ** AI / ML techniques** to generate predictions when possible.
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241249<br ><br >
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