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Writing Smart Programs Anoop Thomas Mathew twitter: atmb4u Profoundis Inc.
History then: low level → high level now: code driven → data driven
What is Smart everyone makes mistakes ○ looking at past to avoid future mistakes everyone misses what comes next ○ predict...
Jargon Buster Dataset Data Cleaning Dimension Model Training Parameters Dimensionality Reduction Accuracy Overfitting Unde...
Parameter Optimization Heuristic / Statistical / Machine Learning - “know parameters well” Eg: stock market prediction dis...
Supervised vs Unsupervised we know what we want vs. find what’s interesting NB: training data, accuracy, semi-supervised
Classification / Regression / Clustering ★ rain prediction ★ digit recognition ★ customer segmentation ★ time-series predi...
The ML Process plan → collect → execute → test time: 50% 30% 5-10% 15-20%
DEMO 1 SHOPPING PREDICT (https://github.com/atmb4u/smarter-apps-2016)
DEMO 2 Support Vector Machine (https://github.com/atmb4u/smarter-apps-2016)
Dummy Tasks ★ user auto-login redirect ★ predict if a user will convert to paid
Thank You Follow me on twitter:@atmb4u
Supervised vs Unsupervised we know
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Supervised vs Unsupervised we know Writing Smarter Applications with Machine Learning

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Supervised vs Unsupervised
we know what we want
vs.
find what’s interesting
NB: training data, accuracy, semi-supervised

Published in: Software, Technology
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