PATENT CLAIM ANALYSIS

Application Number: 16172223
Application Type: Utility
Filing Date: 2018-10
Publication Date: 2020-01
Patent Classification: ["706", "012000"]

Abstract:
A scalable system and method for completing a model task using a serverless architecture is disclosed. The system may include a model optimizer having one or more memory units for storing instructions and one or more processors. The method may include receiving a request to complete a model task, and retrieving a stored model and a first hyperparameter based on the request. The method may include provisioning first computing resources to a development instance configured to train the retrieved model based on the first hyperparameter and the model task. The method may include receiving, from the development instance, a trained model and a performance metric. The method may include receiving, from a different development instance, a different performance metric associated with a different model, and terminating the development instance based on a determination that the termination condition is satisfied.

Claim (Index 9):
The scalable system of  claim 1 , wherein, before determining whether the termination condition is satisfied, the operations further comprise:\n receiving a request to complete a new model task; retrieving a new model from the model storage based on the model task and the index of stored models; retrieving a new hyperparameter based on the trained model and the new model task; providing, to the development instance, a command to train the new model based on the new hyperparameter; and receiving a new performance metric from the development instance, wherein determining whether the termination condition is satisfied is further based on the new performance metric.

Metadata:
- Claim Count in Document: 3.0
- Percentile: 97.0
- Lexical Diversity: 2.43548
- Patent Class: 706.0
- Transitional Phrase Type: none
- Component Type: 0
- Foreign Priority: False
- Related Applications: ['16172344', '16172508', '16151385', '16163483', '16169208']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.4319366491534702
- 35 USC 102 Novelty (BERT): 0.523329795077912
- Combined Prediction Score: 0.4410759637459144
- Mean Citation Score: 269.45689000000004
- Max Citation Score: 343.2396
- Similarity Product: 250.99571285426617

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 0
- Claim Label 112: 1
- Combined Label: 1
- Label 101 Adjusted: 1

Dataset: test