Erin File Heard

Array ( [id] => 17645105 [patent_doc_number] => 20220172844 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2022-06-02 [patent_title] => MACHINE LEARNING SYSTEM AND METHOD, INTEGRATION SERVER, INFORMATION PROCESSING APPARATUS, PROGRAM, AND INFERENCE MODEL CREATION METHOD [patent_app_type] => utility [patent_app_number] => 17/673764 [patent_app_country] => US [patent_app_date] => 2022-02-16 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 15030 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 206 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17673764 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18539877 [patent_doc_number] => 20230244985 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-08-03 [patent_title] => OPTIMIZED ACTIVE LEARNING USING INTEGER PROGRAMMING [patent_app_type] => utility [patent_app_number] => 17/591039 [patent_app_country] => US [patent_app_date] => 2022-02-02 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 13226 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 65 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17591039 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18438848 [patent_doc_number] => 20230186143 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-06-15 [patent_title] => SELECTING TRAINING NODES FOR TRAINING MACHINE-LEARNING MODELS IN A DISTRIBUTED COMPUTING ENVIRONMENT [patent_app_type] => utility [patent_app_number] => 17/546536 [patent_app_country] => US [patent_app_date] => 2021-12-09 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 9237 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 119 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17546536 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18408041 [patent_doc_number] => 20230169394 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-06-01 [patent_title] => DETECTING CATEGORY-SPECIFIC BIAS USING RESIDUAL VALUES [patent_app_type] => utility [patent_app_number] => 17/539917 [patent_app_country] => US [patent_app_date] => 2021-12-01 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 13851 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -17 [patent_words_short_claim] => 205 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17539917 [rel_patent_id] =>[rel_patent_doc_number] =>)

Array ( [id] => 18213198 [patent_doc_number] => 20230059462 [patent_country] => US [patent_kind] => A1 [patent_issue_date] => 2023-02-23 [patent_title] => METHOD AND APPARATUS FOR PERFORMING MULTI-TASK LEARNING BASED ON TASK SIMILARITY [patent_app_type] => utility [patent_app_number] => 17/535486 [patent_app_country] => US [patent_app_date] => 2021-11-24 [patent_effective_date] => 0000-00-00 [patent_drawing_sheets_cnt] => 0 [patent_figures_cnt] => 0 [patent_no_of_words] => 5766 [patent_no_of_claims] => 0 [patent_no_of_ind_claims] => -14 [patent_words_short_claim] => 94 [patent_maintenance] => 1 [patent_no_of_assignments] => 0 [patent_current_assignee] =>[type] => publication [pdf_file] =>[firstpage_image] =>[orig_patent_app_number] => 17535486 [rel_patent_id] =>[rel_patent_doc_number] =>)