Blog

Prototypes

Machine learning prototypes and interactive notebooks
Library

NeuralQA

A usable library for question answering on large datasets.
https://neuralqa.fastforwardlabs.com
Notebook

Explain BERT for Question Answering Models

Tensorflow 2.0 notebook to explain and visualize a HuggingFace BERT for Question Answering model.
https://colab.research.google.com/drive/1tTiOgJ7xvy3sjfiFC9OozbjAX1ho8WN9?usp=sharing
Notebooks

NLP for Question Answering

Ongoing posts and code documenting the process of building a question answering model.
https://qa.fastforwardlabs.com
Notebook

Interpretability Revisited: SHAP and LIME

Explore how to use LIME and SHAP for interpretability.
https://colab.research.google.com/drive/1pjPzsw_uZew-Zcz646JTkRDhF2GkPk0N
Prototype

Refractor

Refractor predicts churn probabilities for telecom customers and shows which customer attributes contribute to those predictions.
https://refractor.fastforwardlabs.com
Prototype

Anomagram

An interactive visualization tool for exploring how a deep learning model can be applied to the task of anomaly detection.
https://anomagram.fastforwardlabs.com
Prototype

Blip

Blip visualizes how four different anomaly detection algorithms perform at detecting network attacks.
https://blip.fastforwardlabs.com
Demo

S-quote

A semantic search engine that takes some input text and returns relevant famous quotes.
https://github.com/cjwallace/squote
Prototype

Textflix

Textflix uses movie reviews to show how machine learning can unlock the data embedded in large amounts of unstructured text.
https://textflix.fastforwardlabs.com
Prototype

ConvNet Playground

With ConvNet Playground you can explore how a convolutional neural network does semantic image search.
https://convnetplayground.fastforwardlabs.com
Notebook

Weak supervision with Snorkel

A notebook showing how to train a complaint classifier with Snorkel. Using data from the Consumer Financial Protection Bureau.
https://github.com/fastforwardlabs/snorkel-demo-colab/blob/master/snorkel_demo.ipynb
Prototype

Active Learner

An interactive visualization of active learning data labeling strategies for supervised machine learning.
https://activelearner.fastforwardlabs.com
Library

Handtrack.js

Handtrack.js is a library for prototyping realtime hand detection (bounding box), directly in the browser.
https://victordibia.github.io/handtrack.js
Prototype

UMAP Explorer

An interactive UMAP visualization of the MNIST data set.
https://grantcuster.github.io/umap-explorer
Notebook

Active Learning with Logistic Regression

A toy example about logistic regression and different active learning strategies.
https://observablehq.com/@cjwallace/an-invitation-to-active-learning
Prototype

Turbofan Tycoon

See if you have what it takes to make it as a turbofan factory owner in our federated learning prototype.
https://turbofan.fastforwardlabs.com
Prototype

Probabilistic Real Estate

A probabilistic programming prototype that predicts future real estate prices across New York City boroughs and neighborhoods.
http://fastforwardlabs.github.io/pre
Prototype

Brief Preview

Brief uses neural networks to score and highlight the most interesting sentences within any article.
http://fastforwardlabs.github.io/brief/
Notebook

Using three.js for 2D Data Visualization

An interactive notebook about using three.js to render tens of thousands of points.
https://observablehq.com/@grantcuster/using-three-js-for-2d-data-visualization
Prototype

Encartopedia

Encartopedia visualizes Wikipedia topic clusters and plots your journey through them.
http://encartopedia.fastforwardlabs.com
Prototype

Visualizing the Taste of a Community of Cinephiles

An interactive visualization that uses T-SNE to cluster movies together based on user ratings.
http://fastforwardlabs.github.io/cinephile_tsne/
Prototype

Luhn Method Demo

Luhn's method, from 1958, provides a foundation for understanding modern auto-summarization techniques.
http://fastforwardlabs.github.io/luhn/

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Cloudera Fast Forward is an applied machine learning reseach group.
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