Training Data for Machine Learning — Role of Patents

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Patent Attorney and Blockchain Technology Business Lawyer - Rahul Dev

6 min readSep 19, 2018

A recent Harvard Business Review (HBR) publication reveals that Big Data and Machine Learning Won’t Save Us from Another Financial Crisis. Essentially, it discusses that after ten years from the financial crisis, stock markets are regularly reaching new highs and new lows, even though the financial industry has enthusiastically and profitably embraced big data and computational algorithms, that have been invented after significant evolution of machine learning.

It is well known that an algorithm based on machine learning doesn’t result in achieving concrete goals unless the same is powered by the fuel of well-trained data. In principle, data enables learning for algorithms, wherein relationships between various data metrics is discovered, corresponding understanding is developed, resultant decisions are made, and subsequently, confidence in the data is evaluated. Hence, it is appropriate to state that the machine learning model’s performance improves significantly with the quality and quantity of data training.

From innovation perspective, data training forms a crucial component to embody the innovations across various sectors, as evident from a patent granted to Samsung for training a neural network language model, and a corresponding method and apparatus for recognizing speech data based on a trained language model. Specifically, the patent relates to technology that trains a neural network language model, and technology that performs speech recognition based on a language model.

A thorough reading of the Samsung’s patent claims reveals that the patent office has granted patent protection for a method of training a language model and an apparatus for training a language model, wherein specific features of the methods and apparatus are disclosed.

Therefore, it becomes an interesting insight for software patent attorneys to ensure that clients are well advised in the software, business method, and computer technology areas for strong patent protection. Software patents include detailed flowcharts along with hardware block diagrams illustrating the system architecture to discuss the embodiments of innovative methods.

Law Office of Rahul Dev, Patent Attorneys and Technology Corporate Lawyers, represents a law firm headquartered in Gurgaon, Haryana, with associate offices in New Delhi, in the proximity of the Indian Patent and Trademark Office. We are primarily focused on intellectual property law and provide patent services and patent consultation for large, multi-national corporations, universities, middle-market and emerging market companies, and startups and entrepreneurs.

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We handle patent prosecution in India by facilitating the interaction between inventors, patent applicants and Indian patent office, which usually includes highly complex technical and legal issues. Our team has significant experience in handling the entire patent process in India and we possess strong understanding of the relevant procedures and the potential pitfalls.

We have successfully advised our clients to obtain patent protection in India and across international jurisdictions (US, Europe, UK, Singapore, Malaysia) for a wide scale of technologies, and our patent attorneys possess years of experience in patent research, patent prior art searches, patentability analysis, patent analytics, patent application drafting, patent claim drafting, patent prosecution, , licensing, and other intellectual property-related issues.

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Advocate Rahul Dev is a Patent Attorney & International Business Lawyerpracticing Technology, Intellectual Property & Corporate Laws. He is reachable at rd (at) patentbusinesslawyer (dot) com & @rdpatentlawyeron Twitter

Quoted in and contributed to 50+ national & international publications(Bloomberg, FirstPost, SwissInfo, Outlook Money, Yahoo News, Times of India, Economic Times, Business Standard, Quartz, Global Legal Post, International Bar Association, LawAsia, BioSpectrum Asia, Digital News Asia, e27, Leaders Speak, Entrepreneur India, VCCircle, AutoTech)

Regularly invited to speak at international & national platforms (conferences, TV channels, seminars, corporate trainings, government workshops) on technology, patents, business strategy, legal developments, leadership & management

Working closely with patent attorneys along with international law firmswith significant experience with lawyers in Asia Pacific providing services to clients in US and Europe. Flagship services include international patent and trademark filings, patent services in India and global patent consulting services.

Law office of Rahul Dev is a niche technology and research based law firm focusing on next generation business and legal issues faced in India and outside India during international business and cross-border technology transactions. We assist our clients in close collaboration with our associates and counsels within India and outside by providing custom engagement models to address our client’s needs.

Practice areas include drafting and filing patent applications, patent prior art searches, patent prosecution, patent filing in India, PCT national phase entry in India, PCT international applications with WIPO, freedom to operate searches, patentability analysis and patent strategy to create a valuable patent portfolio.

Patent attorney Rahul Dev works with clients providing expert legal services in the field of innovative pharmaceutical products, branded drugs, generic drugs, molecular biology, immunology, cell biology, regenerative medicine including ESCs, iPSCs, pSCs, diagnostics, therapeutics, theranostics, drug delivery systems, host-vector systems, high throughput screening, bioinformatics, diagnostic imaging, ancillary services (PET, CT, MRI, ultrasound, greenlight, lithotripsy, radiation therapy, cyber-knife, nuclear camera, clinical lab, pathology, physical therapy and dispensing prescriptions).

Patent attorney and technology lawyer Rahul Dev works closely with USPTO licensed patent attorneys to assist clients with patent reexaminations, patent prosecution, drafting USPTO office action responses, patent infringement litigation, patent claim mapping and patent licensing. For international patent filings, we have an established network of global patent attorneys to provide reliable and cost effective services to our clients.

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Training Data for Machine Learning — Role of Patents

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Written by Rahul Dev