Custom Spacy Ramayana NER Pipeline
A demo of the rule-based approach.
Follow a simple approach to specialize your model for a domain.
Speech Command Classifier
Can a classifier be as good as a human at classifying speech commands?
A template workflow with stable data trifurcation, custom loader with multi-level augmentation, CNN with variable learning rate and early stopping followed by the last mile decoding of the softmax output, and of course, evaluation.
Review vs Rating: Two Case Studies
Do you review like you rate?
Reviews and ratings are everywhere. But are reviews consistent with ratings?
Briefly: a tweakable text summarizer
A simple interface to digest voluminous text
This is an easy-to-use multilingual text summarizer with a command line and a web interface. It lets you experiment with text summarization.
Topic Modelling Case Studies
How far can you push unsupervised topic modelling?
We look at two contrasting case studies.
Using LSTMs Is Easy
Make your model understand text just as you would read it -- by learning the sequence of words
We build a Fake News Detection model using Spacy and Keras LSTM.
Python Decorator Pattern
Diversify your Python functions by decorating them
Sometimes we need to modify or change the behaviour of a function in a loosely coupled manner. Learn how to do this in this 10-minute video.
Python Factory Pattern
Find out why this 'anti-pattern' is useful
Experiment with this pattern in a Pythonic way. Use the example code.
Text Classification Using Keras LSTM, CNN and embeddings
A no-fuss pipeline for binary or multiclass text classification
Exploiting the temporal and spatial aspects of text for classification is easy.
Regressor as Classifier
... it works better than you think.
A classifier predicts a categorical target variable while a regressor predicts a continuous response variable. Can we fit a regressor as a classifier? Let’s find out.