lecture23 - CSE 6740 Lecture 23 How Do I Apply All This in...

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CSE 6740 Lecture 23 How Do I Apply All This in the Real World? (Data Analysis) Alexander Gray agray@cc.gatech.edu Georgia Institute of Technology CSE 6740 Lecture 23 – p.1/20
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Quiz 1. For large datasets, dual-tree is faster than single-tree. T. 2. Multipole methods are a special case of the generalized N -body algorithm. T. 3. Some GNPs can be computed exactly with tree-based methods. T. CSE 6740 Lecture 23 – p.2/20
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Today 1. Solving a Real Problem with ML 2. Some Big Open Problems in ML 3. Your ML Experience/Interests CSE 6740 Lecture 23 – p.3/20
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Solving a Real Problem with ML Some steps to consider. CSE 6740 Lecture 23 – p.4/20
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Understand the Problem/Client Understand the real aims of the client Why is ML going to help here? Understand the prior knowledge/assumptions that can help CSE 6740 Lecture 23 – p.5/20
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Understand the Problem/Client Understand the general constraints of the client accuracy speed confidence estimate interpretability costs of different errors Identify the ML task – possibly try several CSE 6740 Lecture 23 – p.6/20
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Understand the Data Get (good) data from the client (often most time-consuming step)
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lecture23 - CSE 6740 Lecture 23 How Do I Apply All This in...

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