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IN-V-BAT-AI
One Click Search Breakthrough Technology Explanation
Creating web search engine that retrieve information from more than 1.5 billion of indexed websites stored in databases of Yahoo, Bing, Google, Safari, Silk, Duckduckgo in one click search is a very rewarding personal challenge.
Sorting is a fundamental and universal problem in computer science. Sorting is needed in indexing big data in inverted index database format used in many modern database architecture to speed up information retrieval using natural language query.
Apache Lucene, example of open source full text search engine ⤵ 👈
Sphinx, another example of open source full text search engine ⤵ 👈
AWS DynamoDB another example of full text search engine ⤵ 👈
Azure CosmoDB another example of full text search engine ⤵ 👈
MongoDB another example of full text search engine
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List of full text search software providers ⤵ 👈
Explain full text search algorithm in easy to understand in one sentence .
Full text search algorithm is a search solution to find and retrieve exact match or partial match of series of string text stored in inverted indexed database of record for fast retrieval in range of milliseconds, example of series of string text " get me quadratic equation calculator ". Try copying and pasting this series of text " get me quadratic equation calculator " without quotation mark in one click search input box above to experience that customized one click search is now possible.
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How old is the information retrieval or search problem? Is there a known unsolved problem in information retrieval?
I quoted some information that I researched to answer the above questions.
"Since the 1940s the problem of information storage and retrieval has attracted increasing attention." ; "The problem of effective retrieval remains largely unsolved." ; "The comparatively slow progress of modern linguistics on the semantic front and the conspicuous failure of machine translation (Bar-Hillel[5]) show that these problems are largely unsolved."
source: C. J. “Keith” van Rijsbergen, often considered one of the founders of modern Information Retrieval (IR) This book was published in 1979. With GPT-3 AI technology, in my personal observation, the problem of effective information retrieval is now solved. Modern AI powered search engine is now very effective that can even do one click search. -- Apolinario (Sam) Ortega, founder of INVBAT.COM - AI + Chatbot
Year 2021 :
INVBAT.COM - A.I. + Chatbot is demonstrating to the world that cost effective customized information retrieval is now a possibility using full text search algorithm and AI natural language query (NLQ). So effective that one click search is now possible.
Problem statement:Using internet and cloud technology, search and retrieve quadratic equation calculator as an example using natural language query (NLQ) via voice or text input. Policy for search and retrieval method is one click search.
Simple accuracy testing: simply copy training data and paste it into search box below (see example of training data below). Expected result should be 100% accurately retrieve the stored information in one click search. There should be no need for model re-training as database keep on growing.
if you see error message 404 - not found. It means our inverted index database of full text does not have the exact match of text string. If you are a subscriber , we can easily add your full text string query in our database and next time you query, you can get your personal collected information any time using multiple devices.
Our parallel multiple input training label to output one click search is similar in concept of using multiple labeling to the latest paper from Amazon XMC framework , Extreme Multilabel Classification presented in Neural Information Processing Systems (NeurIPS) in Dec 14, 2021 to push the boundary on search and information retrieval. XMC framework is using 3 million training labels for 29 hours while our algorithm is using customized training label provided by our subscriber and live in production environment within 30 minutes from the time of service request.
Our one click technology search is similar in concept to Deepmind RETRO algorithm published in Dec 8, 2021 . ⤵ 👈 The concept similarity is using retrieval database in our case we are using inverted database technology. Deepmind is using about 2 trillion words database from text passages ⤵ 👈 while we are using customized text passages from our subscriber.
Examples of Exact Match Natural Language Query Training shown below
Illustration of parallel word clues or phrases input to output one click search result.
Two major advantages of our algorithm is less memory storage because we only stored personal collected knowledge of our subscriber therefore less database to search for faster retrieval time. The disadvantage is you have to wait up to seven days to get your personal memory assistant chatbot because it will require manual data entry of your collected knowledge (for example Sam Ortega personal collected knowledge
⤵ 👈 ), then deploying it in web server residing in many redundant databases (also called cloud technology). The second advantage is affordable cost for $24 per year subscription, you will get on demand personal memory assistant chatbot powered by AI and cloud technology accessible via your smartphone, tablet, laptop, desktop, and smart TV.
| quadratic count 1 out of 54 of parallel training neuron wiring "word clues" to retrieve quadratic equation |
| quadratic equation count 2 out of 54 |
| equation quadratic count 3 out of 54 |
| quadratic equation formula count 4 out of 54 |
| quadratic equation calculator count 5 out of 54 |
| quadratic equation reviewer count 6 out of 54 |
| get quadratic equation count 7 out of 54 |
| get quadratic equation formula count 8 out of 54 |
| get quadratic equation calculator count 9 out of 54 |
| get quadratic equation reviewer count 10 out of 54 |
| get the quadratic equation, + formula, + calculator, + reviewer = count 14 out of 54 |
| get me quadratic equation, + formula, + calculator, + reviewer = count 18 out of 54 |
| get me the quadratic equation, + formula, + calculator, + reviewer = count 22 out of 54 |
| I need quadratic equation, + formula, + calculator, + reviewer = count 26 out of 54 |
| I need the quadratic equation, + formula, + calculator, + reviewer = count 30 out of 54 |
| show me quadratic equation, + formula, + calculator, + reviewer = count 34 out of 54 |
| show me the quadratic equation, + formula, + calculator, + reviewer = count 38 out of 54 |
| invbat.com get quadratic equation, + formula, + calculator, + reviewer = count 42 out of 54 |
| invbat.com get me quadratic equation, + formula, + calculator, + reviewer = count 46 out of 54 |
| invbat.com I need quadratic equation, + formula, + calculator, + reviewer = count 50 out of 54 |
| invbat.com I need the quadratic equation, + formula, + calculator, + reviewer = count 54 out of 54 |
Use voice or text then touch one click search button
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IN-V-BAT-AI uses explainable Artificial Intelligence (AI) to automate repetitive solved problem or routine calculation so we can focus our brain power to solve harder new problem then automate again once it is solved.
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INVBAT.COM - A.I. is a disruptive innovation in computing and web search technology. For example scientific calculator help us speed up calculation but we still need to remember accurately the formula and the correct sequence of data entry. Here comes the disruptive innovation from INVBAT.COM-A.I. , today the problem of remembering formula and the correct sequence of data entry is now solved by combining formula and calculation and make it on demand using smartphone, tablet, notebook, Chromebook, laptop, desktop, school smartboard and company big screen tv in conference room with internet connection.