fastforwardlabs/anomaly_detection

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fastforwardlabs/anomaly_detection

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Anomaly Detection and Probabilistic Programming

This repository houses the jupyter notebook that accompanies our first blog post on probabilistic programming.

keras-hello-world

Jupyter Notebook

vae-tf

repository for the Variational Autoencoder (VAE) blogpost series from Fast Forward Labs

steganos

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

probabilistic-programming-from-scratch

Notebook version of an article on the Fast Forward Labs blog

Jupyter Notebook

deepad

Deep Learning for Anomaly Deteection

few-shot-text-classification

Jupyter Notebook

session_based_recommenders

Official repo for FF19: Session-based Recommender Systems

Jupyter Notebook

cuckoofilter

Jupyter Notebook

concept-drift

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

Jupyter Notebook

hello_deep_learning

Example scripts for various deep learning APIs.

couples-lime

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

Jupyter Notebook

structural-time-series

Structural Time Series on US electricity demand data

question_answering

CDSW/CML version of FF14

cml_churn_demo_mlops

Jupyter Notebook

ldaworkshop

LDA workshop presented by Fast Forward Labs

Jupyter Notebook

summarize.

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

learning-to-learn

Jupyter Notebook

ff14_blog

Jupyter Notebook

snorkel-demo-colab

Weak supervision - Snorkel

Jupyter Notebook

cml_fraud_demo

Jupyter Notebook

causality-for-ml

Causality for Machine Learning

Jupyter Notebook

cml-demo

cml public trial demo

nbsvm

NBSVM baseline for topic and sentiment classification.

blog

workshop_ml_at_scale

Jupyter Notebook

cmlbootstrap

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

tweetratio

Twitter reply-to-retweet ratio scraping code

convnetplayground

An interface for the interactive exploration of convolutional neural networks

multi-objective-hyperparameter-optimization

Easy, fast, _and_ cheap!

Jupyter Notebook

fastforwardlabs.github.io

We keep static files here.

whisper-openai

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

Jupyter Notebook

blog_deprecated

cml_neuralqa

Deploying NeuralQA on CML

active-learning-cml

Interactive Active Learning Workflow - CML/ CDSW version

video-classification

Jupyter Notebook

cml_sentiment_analysis

imageanalysis_cml

Semantic Image Search with Convolutional Neural Networks

Jupyter Notebook

causal-experiments

Messing with causality.

Jupyter Notebook

continuous-monitoring

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

airline-sentiment

CDSW 1.6 Launch Demo

text-style-transfer

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

Jupyter Notebook

extractive-summarization-with-sentencebert

Jupyter Notebook

signver

A library for Automatic Signature Verification

Jupyter Notebook

amp-data

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

telcochurn-demo

tensorboard-on-cml

Demonstration of how to use TensorBoard as a CML Application.

train_embeddings_with_gensim

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

Jupyter Notebook

cml_explainability

Notebook with examples in explaining models with LIME and SHAP

Jupyter Notebook

one-stage-od-inference

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

running-custom-applications

Blog Article on Analytical Applications

demo_day

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

cml_mlflow

Minimum Viable MLFlow in CML

mlops-wine-quality-demo

Jupyter Notebook

mdff22report

Inferring Concept Drift Without Labeled Data

analyzing_headlines_with_spacy

Named Entity Recognition on Reuters news headlines with spaCy

Jupyter Notebook

probabilistic-cookie-cutters

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

Jupyter Notebook

gartner-demo

exp

Experiments page

airline_delay_prediction

Jupyter Notebook

dask_CDSW

Jupyter Notebook

mdff24report

Text Style Transfer

synthetic-data-augmentation

Jupyter Notebook

amp-usage-tracking

Jupyter Notebook

semantic-segmentation-amp

Jupyter Notebook

slack_domainr

domainr api wrapper to integrate with slack

cml_dataviz

amp-staging-catalog

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

text-style-transfer-demo

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

tpot-on-dask-on-cdsw-workers

Jupyter Notebook