Discover fastforwardlabs/signver Open Source project

This is a library to encode bits into text.... steganography in text!

steganos

Notebook version of an article on the Fast Forward Labs blog

probabilistic-programming-from-scratch

Deep Learning for Anomaly Deteection

deepad

few-shot-text-classification

Official repo for FF19: Session-based Recommender Systems

session_based_recommenders

cuckoofilter

This repo accompanies the FF22 research cycle focused on unsupervised methods for detecting concept drift

concept-drift

Example scripts for various deep learning APIs.

hello_deep_learning

Notebook demonstrating use of LIME to interpret a model of long-term relationship success

couples-lime

Structural Time Series on US electricity demand data

structural-time-series

question_answering

CDSW/CML version of FF14

cml_churn_demo_mlops

LDA workshop presented by Fast Forward Labs

ldaworkshop

Summarize. is a Streamlit application that performs automatic text summarization using both extractive and abstractive models.

summarize.

learning-to-learn

ff14_blog

Weak supervision - Snorkel

snorkel-demo-colab

cml_fraud_demo

Causality for Machine Learning

causality-for-ml

NBSVM baseline for topic and sentiment classification.

cml-demo

cml public trial demo

Roff

nbsvm

blog

workshop_ml_at_scale

cmlbootstrap

[Unofficial] Wrapper class for the interacting with the CML API.

Twitter reply-to-retweet ratio scraping code

tweetratio

JavaScript

convnetplayground

An interface for the interactive exploration of convolutional neural networks

JavaScript

multi-objective-hyperparameter-optimization

Easy, fast, _and_ cheap!

We keep static files here.

fastforwardlabs.github.io

Deploying NeuralQA on CML

blog_deprecated

Our old blog

CSS

cml_neuralqa

Interactive Active Learning Workflow - CML/ CDSW version

active-learning-cml

Playing around with Whisper, a speech to text model by OpenAI

whisper-openai

video-classification

cml_sentiment_analysis

Semantic Image Search with Convolutional Neural Networks

imageanalysis_cml

causal-experiments

Messing with causality.

Demonstration of how to perform continuous model monitoring on CML using Model Metrics and Evidently.ai dashboards

continuous-monitoring

This repo accompanies the FF24 research cycle focused on Text Style Transfer (TST)

text-style-transfer

airline-sentiment

CDSW 1.6 Launch Demo

extractive-summarization-with-sentencebert

Blog Article on Analytical Applications

running-custom-applications

This repository is dedicated to storing large data artifacts with Git LFS to support AMPs.

amp-data

telcochurn-demo

Demonstration of how to use TensorBoard as a CML Application.

tensorboard-on-cml

Train Gensim's Word2Vec algorithm to learn item embeddings for downstream tasks such as recommendation systems. Includes techniques for hyperparameter optimization and early stopping.

train_embeddings_with_gensim

Notebook with examples in explaining models with LIME and SHAP

cml_explainability

An interactive blog-style Streamlit application to visually explain the inference workflow of a modern, single-stage object detector.

one-stage-od-inference

Let's post code, ideas or references here that come out of demo day.

demo_day

Minimum Viable MLFlow in CML

cml_mlflow

mlops-wine-quality-demo

Inferring Concept Drift Without Labeled Data

mdff22report

Named Entity Recognition on Reuters news headlines with spaCy

analyzing_headlines_with_spacy

Sample python code for turning python probability distributions into OpenSCAD files to make 3D printed cookie cutters.

probabilistic-cookie-cutters

gartner-demo

exp

airline_delay_prediction

dask_CDSW

mdff24report

synthetic-data-augmentation

amp-usage-tracking

semantic-segmentation-amp

domainr api wrapper to integrate with slack

slack_domainr

A staging catalog for newly developed AMPs to be tested across CML/CDSW form factors.

cml_dataviz

amp-staging-catalog

text-style-transfer-demo

A demo application to accompany the FF24 - Text Style Transfer research cycle.

tpot-on-dask-on-cdsw-workers