isme_nanobi_internship_2023

  Pictorial Databases   Introduction: Pictures are a natural and effective means of communication among people, computers, and robotics. Pictorial databases are widely used in various domains, including art, photography, design, e-commerce, scientific research, and more. They serve as repositories for a wide range of visual data, such as photographs, illustrations, graphics, and other types of images.   What is Pictorial database? A Pictorial database is a collection of sharable pictorial data encoded in various formats. During the past several years, pictorial databases have attracted growing attention as an important component in building pictorial information systems as well as intelligent information systems. The key features of a pictorial database typically include: ·        Image storage: The database provides a secure and efficient storage mechanism for images, ensuring their integrity and accessibility. ·  ...

  CHATGLM: LARGE LANGUAGE MODEL   INTRODUCTION ChatGLM is a bilingual large language model trained on both Chinese and English. Currently, the following models are available: ChatGLM-130B: an open-source LLM. ChatGLM-100B: not open-sourced, but available through invite-only access.   What is ChatGLM? ChatGLM refers to a chatbot built using the GLM (Generative Language Model) approach. The term GLM refers to a class of machine learning models designed to generate coherent and contextually relevant responses to user inputs. These models are trained on vast amounts of text data and learn the statistical patterns and relationships within the data to generate meaningful responses. Similar to other language models, ChatGLM relies on a deep learning architecture called a recurrent neural network (RNN), which is capable of processing sequential data such as text. The underlying model, GPT-3.5, is a state-of-the-art language model developed by OpenAI that provid...

  STABILITY AI INTRODUCES STABLELM: OPEN-SOURCE SUITE OF LARGE LANGUAGE MODELS Introduction: Stability AI, the prominent AI firm known for its groundbreaking Stable Diffusion image generator, has unveiled StableLM, an open-source suite of large language models (LLMs). This move marks a significant advancement in making fundamental AI technology accessible to developers and users. The release of StableLM aligns with the company's mission to promote transparency, trust, and widespread creativity in the AI community. This article explores the key features and implications of StableLM's open-source language models. Advancing Openness and Accessibility: Stability AI, driven by the philosophy that AI and large-scale models should be available to the public, has taken a significant step forward in its commitment to openness. By releasing StableLM as an open-source suite, the company empowers developers to utilize and modify the models on GitHub. This approach not only promotes...

  What is FLAN-T5? Artificial Intelligence (AI) has been making strides in recent times, with advancements in Large Language Models (LLMs) and their applications taking much of the credit. One of the most prominent models in this domain is GPT-3, developed by OpenAI. However, it is not the only model making waves. FLAN-T5, developed by Google Research, has been getting a lot of eyes on it as a potential alternative to GPT-3. ·        FLAN stands for “Fine-tuned Language Net”         ·        T-5 stands for “Text-To-Text Transfer Transformer” Back in 2019, Google's first published a paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer", introducing a novel where they introduced the original T5 architecture. The pretrained encoder-decoder model worked well on multiple tasks, and particlarly well suited for translation and summarization tasks. In 2022 G...

  Baize: Language Empowerment for Businesses   In the age of digital transformation, language models have emerged as indispensable tools for businesses seeking to unlock the full potential of their data and enhance their operations. Baize, a cutting-edge language model, is revolutionizing the way organizations harness the power of language to drive innovation, streamline processes, and make informed decisions. In this article, we will explore the transformative capabilities of Baize and its significant impact on businesses worldwide. What is Baize?   Baize is an open-source chat model. Cool. But why another chat model? Well, in a typical session with a chatbot, you don't have a single question that you’re seeking an answer to. Rather, you’ll ask a series of questions that the bot answers. This conversation chain continues—until you get your answers or an acceptable solution to your problem—in this multi-turn chat. So if you want to start building your own chat...

  1. Introduction Legal Language Modeling (LLM) refers to the application of natural language processing (NLP) techniques and machine learning algorithms to analyze, understand, and generate legal texts. LLM has gained significant attention in the legal field due to its potential to automate various legal processes, enhance legal research, and improve the efficiency of legal professionals. LLM models are trained on large datasets of legal documents, including case law, statutes, contracts, and legal opinions. These models learn the complex patterns and structures of legal language, enabling them to perform tasks such as legal document summarization, contract analysis, case law analysis, and legal chatbot development.   2. Application of LLM in the Legal Domain LLM has found numerous applications in the legal domain, revolutionizing traditional legal research and analysis methods. Some key applications include:   Legal Research and Analysis: LLM models assis...

  MPT-7B: Revolutionizing Open-Source, Commercially Usable LLMs Introduction: Large Language Models (LLMs) have been transformative in various industries, but access to these models has been a challenge for many due to limitations in resources and availability. However, the landscape is evolving with the introduction of MPT-7B, the latest addition to the MosaicML Foundation Series. MPT-7B sets a new standard for open-source, commercially usable LLMs and opens up possibilities for businesses and the open-source community alike. In this article, we will explore the groundbreaking features of MPT-7B and its potential impact. The Need for Open-Source LLMs: The demand for open-source LLMs has spurred significant activity, with projects like LLaMA from Meta, Pythia from EleutherAI, StableLM from StabilityAI, and OpenLLaMA from Berkeley AI Research gaining attention. These initiatives have aimed to democratize access to LLMs, but limitations persist. MosaicML addresses these chall...