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Nilabhra Roy Chowdhury

Nilabhra Roy Chowdhury

4 posts published

📍 Germany
https://www.carted.com
Variable-Length Sequences in TensorFlow Part 3: Using a Sentence-Conditioned BERT Encoder
Engineering

Variable-Length Sequences in TensorFlow Part 3: Using a Sentence-Conditioned BERT Encoder

To conclude this series, we examine the benefits of using a sentence-conditioned BERT model for multi-sentence text data.

  • Nilabhra Roy Chowdhury
  • Sayak Paul
Nilabhra Roy Chowdhury, Sayak Paul Apr 26, 2022 • 6 min read
Variable-Length Sequences in TensorFlow Part 2: Training a Simple BERT Model
Engineering

Variable-Length Sequences in TensorFlow Part 2: Training a Simple BERT Model

In this article we demonstrate how to use a BERT model with variable-length text data while minimizing training time.

  • Nilabhra Roy Chowdhury
  • Sayak Paul
Nilabhra Roy Chowdhury, Sayak Paul Apr 19, 2022 • 7 min read
An abstract representation of sentences showing four rows of various shapes joined into strings.
Engineering

Variable-Length Sequences in TensorFlow Part 1: Optimizing Sequence Padding

We analyze the impact of sequence padding techniques on model training time for variable-length text data.

  • Sayak Paul
  • Nilabhra Roy Chowdhury
Sayak Paul, Nilabhra Roy Chowdhury Apr 11, 2022 • 6 min read
A graphic depicting a number of random lines being organised into a constant and ordered stream
Engineering

Improving Dataflow Pipelines for Text Data Processing

This post discusses recipes to improve Cloud Dataflow pipelines for large-scale datasets involving sequential text data.

  • Nilabhra Roy Chowdhury
  • Sayak Paul
Nilabhra Roy Chowdhury, Sayak Paul Feb 10, 2022 • 10 min read
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