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Deep Learning regularization

4-13 Activation functions 15-31 Regularization 33-36 Feedforward ntwk in python demo 38-45 Python Keras basics

Deep Learning FC

Image data Unsupervised: Image clustering Supervised: Deep Feedforward Ntwk Model training

Database multiple row functions

Multiple row Functions SUM / AVG / MAX / MIN COUNT Order of evaluation Subqueries

Database single row functions

Single row Functions Case conversion Character Manipulation Numeric Date Type conversion Misc

Database idk

WHERE ORDER BY Joining data 6-9 Cartesian join 10-22 Equality join = Inner join 23-24 Non equality[…]

Database DML & Transaction Ctrl

DML & transaction ctrl Select … from omitted Insert into Update … set Delete from Transaction ctrl[…]

Database constraints

Constraints Basics *CHECK ALL CONSTRAINTS:SELECT constraint_name, constraint_type, search_condition, r_constraint_nameFROM user_constraintsWHERE table_name = ‘TABLENAME’;* “CONSTRAINT” KEYWORD IS OPTIONAL[…]

Cloud computing text mining

10-15 UGC, text mining overview 16- Text mining concepts Spark

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