Mu Han Li

US Patent:

20210326717, Oct 21, 2021

Filed:

Apr 15, 2020

Appl. No.:

16/849537

Inventors:

- Seattle WA, US
Tatsuya ARAI - Los Altos Hills CA, US
Abhi Vinayaka SHARMA - Mountain View CA, US
Ryan Matthew BRAND - New York NY, US
Yohei NAKAYAMA - San Francisco CA, US
Nick Dean ERICKSON - Seattle WA, US
Hang ZHANG - San Carlos CA, US
Mu LI - Union City CA, US
Alexander Johannes SMOLA - Sunnyvale CA, US

International Classification:

G06N 5/04
G06N 20/00

Abstract:

Techniques for code-free automated machine learning (ML) are described. Users can train high-quality ML models and pipelines without necessarily needing to write code by providing a training dataset to a code-free machine learning service. The service may deploy an ML orchestration function and a storage location on behalf of a user. When a modification is made to the storage bucket, such as by the user providing a training dataset, the orchestration function is invoked and can automatically initiate an AutoML process using at least the training data to train multiple ML model variants. The resultant ML model(s) and associated metrics can be provided to the user, deployed behind an endpoint, and/or used to generate inferences.

US Patent:

20180195057, Jul 12, 2018

Filed:

Mar 1, 2018

Appl. No.:

15/909789

Inventors:

- Carlsbad CA, US
Sarah LAROCCA - Austin TX, US
Mu LI - San Diego CA, US

International Classification:

C12N 15/10
C12Q 1/6806
G01N 33/574
G01N 33/569

Abstract:

Compositions and methods for nucleic acid isolation from an environmental or biological sample comprising nucleic acid-analysis interferents, particularly from microbiome-containing samples, are provided.

US Patent:

20160320273, Nov 3, 2016

Filed:

Apr 29, 2016

Appl. No.:

15/142143

Inventors:

- Carlsbad CA, US
Mu LI - San Diego CA, US
Emily ZERINGER - Austin TX, US
Richard CONRAD - Austin TX, US

International Classification:

G01N 1/34
G01N 33/50
C12Q 1/68

Abstract:

Disclosed are methods, compositions and kits for the isolation of exosomes from biological fluids and tissues. Volume-excluding polymers are used to precipitate exosomes from biological samples thereby allowing exosome isolation by low-speed (benchtop) centrifugation or filtration. Further fractionation of exosomes after precipitation is also described.