Program Synthesis and Description with Structured Machine ...
Program Synthesis and Description with Structured Machine Learning Models
Graham Neubig
@Stanford CS379C 5/1/2018
Coding = Concept Implementation
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order
x.sort(reverse=True)
The (Famous) Stack Overflow Cycle
Formulate the Idea
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Search the Web
python sort list in descending order
Browse thru. results
Modify the result
sorted(my_list, reverse=True)
Program Understanding: Implementation Concept
x.sort(reverse=True)
sort list x in descending
order
Today's Agenda: Can Natural Language Help?
? Describing code with natural language ? Synthesizing code from natural language ? Bonus! Creating datasets to do so
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