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The Data Life Podcast
Sanket Gupta
27 episodes
1 week ago
This is a podcast where we talk all-about real life experiences of dealing with data and machine learning tools, techniques and personalities. We cover not just the technical aspects but also the "life" aspects of working in the field. Note: Opinions expressed are my own and do not express the views or opinions of my employer.
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Technology
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All content for The Data Life Podcast is the property of Sanket Gupta and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
This is a podcast where we talk all-about real life experiences of dealing with data and machine learning tools, techniques and personalities. We cover not just the technical aspects but also the "life" aspects of working in the field. Note: Opinions expressed are my own and do not express the views or opinions of my employer.
Show more...
Technology
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14: Building a Character-Based Text Classifier
The Data Life Podcast
23 minutes 20 seconds
6 years ago
14: Building a Character-Based Text Classifier

Ever wonder how to automatically detect language from a script? How does Google do it? 

Ever wonder how Amazon knows whether you are searching for a product or a SKU on its search bar? 

We look into character-based text classifiers in this episode. We cover 2 types of models. First is the bag-of-words models such as Naive Bayes, logistic regression and vanilla neural network. Second we cover sequence models such as LSTMs and how to prepare your characters for the LSTMs including things like one-hot encoding, padding, creating character embeddings and then feeding these into LSTMs. We also cover how to set up and compile these sequence models. 

Thanks for listening, and if you find this content useful, please leave a review and consider supporting this podcast from the link below. 

The Data Life Podcast
This is a podcast where we talk all-about real life experiences of dealing with data and machine learning tools, techniques and personalities. We cover not just the technical aspects but also the "life" aspects of working in the field. Note: Opinions expressed are my own and do not express the views or opinions of my employer.