Listed by the USPTO as RAMESH, TIRUMALE K
Tech Center 2800 • Art Units: 2121 2125 2872
This examiner grants 26% of resolved cases
RAMESH, TIRUMALE K has resolved 50 cases in Tech Center 2800 and Art Unit 2121. The allowance rate is 26.0%, the interview lift is 22.1%, and the median time to allowance is 1738 days. The limited resolved-case base calls for caution when drawing broad conclusions, but the figures indicate infrequent allowance and a long median prosecution path.
The listed companies are Robert Bosch GmbH, International Business Machines Corporation, and Google LLC. The listed firms are NORTON ROSE FULBRIGHT US LLP, Arch & Lake LLP, and CARTER, DELUCA & FARRELL LLP. Practitioners may want to develop a detailed record of claim construction, technical distinctions, and fallback positions from the outset. Interviews can be considered as one component of that approach, but the available history does not support relying on interview results alone.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18458135 | INFORMATION PROCESSING APPARATUS, LEARNING APPARATUS, INFORMATION PROCESSING SYSTEM, INFORMATION PROCESSING METHOD, LEARNING METHOD, INFORMATION PROCESSING PROGRAM, AND LEARNING PROGRAM | Final Rejection | FUJIFILM Corporation |
| 18295791 | NEURAL NETWORK LAYER FOR NON-LINEAR NORMALIZATION | Final Rejection | Robert Bosch GmbH |
| 17625041 | DEVICE AND COMPUTER-IMPLEMENTED METHOD FOR THE PROCESSING OF DIGITAL SENSOR DATA AND TRAINING METHOD THEREFOR | Non-Final OA | Robert Bosch GmbH |
| 18285578 | FULL-STACK HARDWARE ACCELERATOR SEARCH | Non-Final OA | Google LLC |
| 18458209 | LEARNING APPARATUS, METHOD, NON-TRANSITORY COMPUTER READABLE MEDIUM AND INFERENCE APPARATUS | Final Rejection | KABUSHIKI KAISHA TOSHIBA |
| 16953387 | MACHINE LEARNING BASED IMAGING METHOD OF DETERMINING AUTHENTICITY OF A CONSUMER GOOD | Final Rejection | The Procter & Gamble Company |
| 17129590 | NEURAL NETWORK DENSE LAYER SPARSIFICATION AND MATRIX COMPRESSION | Final Rejection | Intel Corporation |
| 18620125 | ADVERSARIAL IMITATION LEARNING MODEL | Non-Final OA | NEC Laboratories America, Inc. |
| 17159730 | QUANTUM PROCESSOR ARCHITECTURE WITH COMPILER SUPPORT | Non-Final OA | International Business Machines Corporation |
| 17166965 | HYBRID PHYSICS/MACHINE LEARNING MODELING OF PROCESSES | Non-Final OA | Applied Materials, Inc. |
| 17721372 | MACHINE LEARNING DATA GENERATION DEVICE, MACHINE LEARNING DEVICE, AND MACHINE LEARNING DATA GENERATION METHOD | Non-Final OA | Kabushiki Kaisha Yaskawa Denki |
| 17135249 | AUTOMATICALLY GENERATING CONDITIONAL INSTRUCTIONS FOR RESOLVING PREDICTED SYSTEM ISSUES USING MACHINE LEARNING TECHNIQUES | Non-Final OA | Dell Products L.P. |
| 18780457 | ARTIFICIAL INTELLIGENCE-POWERED LARGE-SCALE CONTENT GENERATOR | Non-Final OA | QOMPLX LLC |
IP Author analyzes examiner patterns and generates tailored response strategies with the highest chance of allowance.
Build Your Strategy26.0% of resolved applications examined by Tirumale K Ramesh were allowed (50 resolved cases), compared with 32.0% across Art Unit 2121 over the last five years.
This examiner's interview lift is +22.1 percentage points: the difference in allowance rate between resolved applications that had an examiner interview and those that did not.
Applications allowed by Tirumale K Ramesh took 1,738 days on average from filing to allowance.
Tirumale K Ramesh examines applications in Art Unit 2121 in Tech Center 2800 (Semiconductors, Circuits & Optics).
