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IQT Labs / Advanced Analytics

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  • Blogs (L41)
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Detecting Synthetic Biology with Machine Learning

B.Next and Lab41 set out to answer the following question: Given a DNA sequence, can we use machine learning to determine if it was purposefully modified?

Category: Advanced Data Analytics , Biotechnology , Blogs (BIO) , Blogs (L41)

Membership Inference Attacks On Neural Networks

Lab41 discusses the security of data used in training a neural network.

Category: Advanced Data Analytics , Blogs (L41)

Introducing the Voices Obscured in Complex Environmental Settings (VOiCES) corpus

The VOiCES corpus, a collaboration between Lab41 and SRI International, provides speech data recorded in acoustically challenging environments.

Category: Advanced Data Analytics , Blogs (L41)

Using machine learning to classify devices on your network

Lab41 outlines how Poseidon open source code uses machine learning to classify devices on a network using packet capture data.

Category: Advanced Data Analytics , Blogs (CYBER) , Blogs (L41) , Cyber Security

PySEAL: Homomorphic encryption in a user-friendly Python package

Lab41 details their collaboration with B.Next on PySEAL, an open source Python port of the Microsoft homomorphic encryption SEAL library.

Category: Advanced Data Analytics , Biotechnology , Blogs (BIO) , Blogs (L41)

Source Contrastive Estimation: It Removes Noise, Too!

Lab41 outlines how to use source embeddings to remove dynamic noise from monaural audio recordings.

Category: Advanced Data Analytics , Blogs (L41)

Sampling Hotness in TensorFlow: Contrastive Estimation in Practice

Lab41 describes when to use sampling methods, available sampling functions in TensorFlow, and how to implement custom sampling functions.

Category: Advanced Data Analytics , Blogs (L41)

Sampled Image Tagging and Retrieval Methods on User Generated Content

Watch Lab41's spotlight presentation at the 2017 British Machine Vision Conference in London.

Category: Advanced Data Analytics , Multimedia (L41)

Matching Cars with Siamese Networks

Lab41 creates a data pipeline for vehicle re-identification and describes feature extraction and matching methods.

Category: Advanced Data Analytics , Blogs (L41)

Object Localization Without Deep Learning

Lab41 describes chipping and feature extraction for vehicle re-identification.

Category: Advanced Data Analytics , Blogs (L41)

Introducing Source-Contrastive Estimation

Lab41 describes source-contrastive estimation to learn deep embeddings for audio source separation.

Category: Advanced Data Analytics , Blogs (L41)

Monaural Audio Speaker Separation Using Source Contrastive Estimation

Lab41 proposes an algorithm to separate simultaneously speaking persons from each other, the “cocktail party problem”, using a single microphone.

Category: Advanced Data Analytics , Papers & Research (L41)
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