???????????????????????? ?? ???????????????????? and ???????????????????? with Cybersecurity Insight, AI Innovation & Information retrieval

The 14th? ?????????????? of my Newsletter ???????????????????? ???? ???????????????? is out which dive into the healthcare sector, exploring healthcare's pulse is intertwined with the challenges of cybersecurity in this digital age , with Ransomware emerging as a significant threat.

Dive into the pressing concern of safeguarding healthcare data from cyber attacks, exploring innovative solutions to protect vital information. Unveil the power of Search Generative Experience (SGE), revolutionizing information retrieval for personalized, accurate health insights.

??Learn about RAG - Retrieval-Augmented Generation - a groundbreaking approach combining AI and semantic search to transform healthcare outcomes. From early disease diagnosis to AI ethics, explore the cutting-edge advancements shaping the future of healthcare.

??In this month's key learnings, we explore the foundational importance of vector databases in optimizing large language models (LLMs) like RAG for caching and retrieval. From custom GPT creation to AI application development

Additionally, this month's awareness highlights International Women's Day, the inception of the Trustworthy AI Network, World Down Syndrome Day, and philosophical celebrations honoring Lord Shiva and the vibrant festival of Holi.

??Kindly go through below each topics to get holistic view and understand at broader prospective??

????????????????????? -?????????????????? ?? ????- ???????????????????? ?? ?????????????????? ???????????????? ?????????????????? ???????????????? ?????????????????????? & ???????????????????? ?????????????? ???????????????????? ??????????????! Healthcare's pulse beats digitally & Ransomware emerge large in the era of the digital economy. Today, let's delve into a pressing concern that resonates deeply with my experience in the #HealthcareIT - safeguarding #healthcaredata from cyber attacks. ransomware is a type of malware that permanently block access to the victim's personal data unless a ransom is paid To read more? about it please click here

???????? -???????????? ?????????? ?????????????????????????????????????????????? ?????????????? ???????????????? : ?????????????????????? ???????????????????? ???????????? ???????????????? ?? Wouldn't it be great if you could find personalized, accurate health information with just a few keywords & clicks?#SearchGenerativeExperience (#SGE) is a technology that is revolutionizing the way we interact with search engines. By using artificial intelligence (AI) to generate personalized results, SGE is making it easier than ever to find the information we need. This is especially important in the healthcare industry, where patients and providers need to be able to access accurate and up-to-date information quickly and easily. To read more? about it please click here

?????????-?????????????? ???????????? ???????????????????? ???? ?????????????????????? ???????? ??????; Do you find it difficult to find the right information for too many AI-generated content? have you heard of #AIHallucination?It is a behavior exhibited by AI where the AI model generates a response that is irrelevant ?????? -??etrieval-??ugmented ??eneration It is the process of optimizing the output of a LLMs, so it references an authoritative knowledge base outside of its training data sources before generating a response. #LLM are trained on vast volumes of data & use billions of parameters to generate original output ?To read more? about it please click here

???????? - ?????????????????????????? ???????????????????? ???? ???????????????? Is it overwhelming when you search for healthcare information through AI apps & confused whether the information is reliable, especially when it relates to your own health? RAG ?is a powerful new approach to healthcare AI which gaining traction as combines elements of traditional information retrieval & Gen AI along with ensuring reliability . To read more? about it please click here

?????????????????????? ?????????????????????? ?????????????? ???????? ??????????????????-?????????????????? ???????????????????? & ???????????????? ???????????? Have you ever felt lost in the sea of healthcare information on the internet? You're not alone! Retrieval-Augmented Generation (RAG) with Semantic Search - the cutting-edge combo is transforming healthcare . To read more? about it please click here

?????????????????????????????????????????????????????? through? ?????? ???????????????????????????? How important is it to diagnose a disease at its earliest possible stage, especially cancer? In the healthcare sector, with #RAG, AI can automatically retrieve relevant health records and generate an accurate and comprehensive diagnosis, saving a significant amount of time. To read more? about it please click here

??????????????????????? ?????????????????? ?????????????????? ???????????????????? ???? ???????????????????? ?????????????????? Healthcare is a data-rich field, but extracting actionable insights can be a challenge.?This is where Retrieval Augmented Generation (RAG) comes in . #Retrieval?? This stage involves sifting through a massive knowledge base/Graph having huge healthcare data to find the most relevant information for a specific query #Augmentation? Once it finds relevant info, It enriches the retrieved data with insights from your specific query, creating a more nuanced understanding of your question . #Generation?? Finally, RAG leverages this enriched information to power a LLM?to generate a comprehensive , clear & informative response tailored to the user's needs To read more? about it please click here

??Article of the Month ??

??? ?????????? ?????? - ??Revolutionizing Healthcare Landscape with Unlocking Next-Level Information Retrieval & Search?? ????? ???? ???????????????????????? ???????? ?????? ???????????? ?????? ???????????????????? ?????????????????????? ?????????????? ???? ???????? & ???????????????? ?????????????? ?????? ?????????????????????? ???? ????????????????, ???????????????????? ???????? ???? ?????????????? ???? ???????? ?????? ????????????? Meet RAG - Retrieval-Augmented Generation, a groundbreaking approach combining AI and semantic search to deliver accurate, contextualized responses tailored to your needs. In the sea of healthcare data, finding relevant information can be daunting.. From diagnosis to patient care, RAG ensures accurate, context-rich responses tailored to your needs. It's revolutionizing healthcare, delivering precise insights amidst the data deluge, empowering professionals and patients alike in making informed decisions for better health outcomes.

To learn more ?????????????????? ?????? ???????? ????????, ???????? ???? ???????? ???????????????????????????? ???? ???????????????????? , benefits, many more .. To read more? about it please click here ,

??Polls of the Month??

???????????????????? ?? ???????????????????? ?? ??????????: ?????? ???????????? ???? ???? ???? ?????????????? ???????? ?? In the rapidly evolving landscape of healthcare, ???? stands as a transformative force, promising groundbreaking advancements in patient care. From revolutionizing #diagnostics to personalizing #treatment plans, AI holds the key to enhancing #healthcare outcomes across the globe. To read more? about it please click here

?????????????????????? ?????????? ???????????????????? ?? ?????????????????? ???????????????????????? ?????? ???????? ???????????????? ???????????????????? ???????? ???????? ???????????????? ???????? ?????????? ???????????? ???? ???? ?????????? ?????????????????? ?????? ?????? ?????? ???????????? ??????????????????????? Today, we're diving deep into the most searched healthcare Keywords.In the vast realm of #healthcare, understanding the most #searched #terms is like deciphering a complex code. As per my personal experience diving into the sea of healthcare information. To read more? about it please click here

??Key Learnings of the Month ??

?? LLM Foundations: Vector Databases for Caching and Retrieval Augmented Generation (RAG) As large language models grow in popularity, the infrastructure to be used around them also becomes vital to reduce costs, generate accurate responses, and improve efficiency. Vector databases play a vital role in several LLM use cases to help alleviate LLM shortcomings, reduce costs and latency. Knowledge of its basics and applications are vital for any engineer building applications with LLMs, and in this course, we will learn the basics of vector databases and how to use them in LLM caching and retrieval-augmented generation (RAG). To read more? about it please click here

??OpenAI ChatGPT: Creating Custom GPTs GPTs allow you to create custom versions of ChatGPT with their own instructions, knowledge retrieval, and actions for highly specialized and targeted functionality using natural language instructions and basic uploads. In this course you’ll learn how to harness the power of custom GPTs for everything from small personal tasks to large enterprise use cases. To read more? about it please click here

??Build Your Own GPTs Discover how to build AI applications without any coding. Using English as your new programming language, explore crafting advanced prompts, creating comprehensive knowledge bases, and personalizing model outputs for specific tasks. In this course,dive into innovative techniques, including the Pentagram framework for prompt engineering, chain-of-thought, few-shot learning, user intent detection, and strategies to safeguard against prompt injection attacks. To read more? about it please click here

?

??Key Awareness & Events of? the Month ??

??????????????????????????'?? ???????????????????????????? ?? ?????????? ?? ???? ?? ???? ???????????????? ???????????????? ?????? ???????????????? ?????? ???????? ??On March 8th we celebrated International Women’s day.As we stride into the digital age, the world of Information Technology is evolving at an unprecedented pace The tech industry is booming, and women are playing an increasingly important role in its growth. However, there are still many challenges that women in IT face. To read more? about it please click here

????????????? ?? ???????????????? ?????????????????????? ?????????? ?? ???????????????????? ???? ???????? ?????????????? ?????????? 11, 2024 - At the #HIMSS2024 Global Health Conference, a new consortium of healthcare leaders announced the creation of TRAIN which will help improve the #quality and #trustworthiness of AI As the healthcare landscape continues to evolve, AI is playing a pivotal role in diagnostics, treatment planning, drug discovery, etc. But with great power comes great responsibility! where #TRAIN comes in!!??rustworthy & ??esponsible ???? ??etwork -???????????? ???????????? is one of the first health AI networks aimed at operationalizing responsible AI principles. To read more? about it please click here

???????????????????????? ??????????????????????????? ???????????? ???? ? ?????????? ???????? ???????????????? ???????? ???????? ???????????????????? ???? ??????????????????????Today On?21st March, is a global awareness day which has been officially observed by the United Nations since 2012The date for WDSD being the ???????? ?????? ???? ?????? ?????? ??????????( March), was selected to signify the uniqueness of the triplication (trisomy) of the 21st #chromosome which causes Down syndrome.. To read more? about it please click here

??Cooperate Philosophy Corner/Celebrations??

?????????????????????? ???????????????????? ????????????: ?????????????? ???????? ???????? ?????????? ?? Harnessing the timeless wisdom of Lord Shiva, we delve into the realms of leadership and corporate lessons that transcend the ages on the occasion of ?????????????????????????? !! As a leader in today's dynamic business world, the Shiva philosophy offers profound insights that can guide us on the path to success ?

??????????????? ????? ???????????? ?? ?? ?????????? ?????????????? ???????????????? ???? ??????????, ?????????????????? ?????? ?????????????? ?????????? ????????!??As we celebrate this vibrant festival of colors. Holi is a time for joy, new beginnings, and strengthening bonds thru bringing people together in a spirit of unity. ??????'?? ?????????????? ?????? ???????????? ???? ???????? ???? ???????????? ?? ???????? ??????????????, ??????????????????, ?????? ?????????????????? ???????? To read more? about it please click here

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Biswajeet Sahu

Biswajeet.sahu@gmail.com