Orca LLM: Simulating the Reasoning Processes of ChatGPT
Analytics Vidhya
JANUARY 2, 2024
Among these models, ChatGPT, developed by OpenAI, stands out for its ability to engage in coherent and contextually relevant conversations.
A Beginners Guide to LLMOps For Machine Learning Engineering
Analytics Vidhya
SEPTEMBER 27, 2023
Introduction The release of OpenAI’s ChatGPT has inspired a lot of interest in large language models (LLMs), and everyone is now talking about artificial intelligence. But it’s not just friendly conversations; the machine learning (ML) community has introduced a new term called LLMOps.
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Overcoming LLM Hallucinations Using Retrieval Augmented Generation (RAG)
Unite.AI
MARCH 5, 2024
This phenomenon, known as LLM hallucinations , poses a growing concern as the use of LLMs expands. Let’s take a closer look at how RAG makes LLMs more accurate and reliable. We'll also discuss if RAG can effectively counteract the LLM hallucination issue. Even the most promising LLM models like GPT-3.5
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10 Open Source Datasets for LLM Training
Analytics Vidhya
APRIL 23, 2024
Introduction As you may know, large language models (LLMs) are taking the world by storm, powering remarkable applications like ChatGPT, Bard, Mistral, and more. Just like humans learn from exposure to information, LLMs […] The post 10 Open Source Datasets for LLM Training appeared first on Analytics Vidhya.
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Building an LLM Model using Google Gemini API
Analytics Vidhya
DECEMBER 15, 2023
Introduction Since the release of ChatGPT and the GPT models from OpenAI and their partnership with Microsoft, everyone has given up on Google, which brought the Transformer Model to the AI space.
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Unlearning Copyrighted Data From a Trained LLM – Is It Possible?
Unite.AI
JANUARY 23, 2024
In the domains of artificial intelligence (AI) and machine learning (ML), large language models (LLMs) showcase both achievements and challenges. Trained on vast textual datasets, LLM models encapsulate human language and knowledge. Why is LLM Unlearning Needed?
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Meet EAGLE: A New Machine Learning Method for Fast LLM Decoding based on Compression
Marktechpost
DECEMBER 12, 2023
Large Language Models (LLMs) like ChatGPT have revolutionized natural language processing, showcasing their prowess in various language-related tasks. Trained in conjunction with the Original LLM’s frozen embedding layer, this plugin predicts the next feature based on the current feature sequence from the second top layer.
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Large Language Models with Scikit-learn: A Comprehensive Guide to Scikit-LLM
Unite.AI
JANUARY 10, 2024
By integrating the sophisticated language processing capabilities of models like ChatGPT with the versatile and widely-used Scikit-learn framework, Scikit-LLM offers an unmatched arsenal for delving into the complexities of textual data. and the user-friendly environment of Scikit-learn. Why Scikit-LLM?
How Does ChatGPT Work: From Pretraining to RLHF
Analytics Vidhya
MAY 17, 2023
Have you ever wondered how machines learn to understand human language and respond accordingly? Let’s take a look at ChatGPT – the revolutionary language model developed by OpenAI. With its groundbreaking GPT-3.5
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Meta launches Llama 2 open-source LLM
AI News
JULY 19, 2023
” The release of Llama 2 marks a turning point in the LLM (large language model) market and has already caught the attention of industry experts and enthusiasts alike. This laid the foundation for a fast-growing underground LLM development scene. The post Meta launches Llama 2 open-source LLM appeared first on AI News.
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Supercharging Graph Neural Networks with Large Language Models: The Ultimate Guide
Unite.AI
MAY 8, 2024
Graph Neural Networks (GNNs) have emerged as a powerful deep learning framework for graph machine learning tasks. The tremendous success of LLMs has catalyzed explorations into leveraging their power for graph machine learning tasks.
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Mistral AI’s New Model: An Alternative to ChatGPT?
Analytics Vidhya
FEBRUARY 27, 2024
Recently, it has gained traction in the LLM trend. But why is Mistral in the […] The post Mistral AI’s New Model: An Alternative to ChatGPT? Established in April 2023, the organization was founded by former Meta, OpenAI, and Google DeepMind researchers, namely Arthur Mensch, Timothée Lacroix, and Guillaume Lample.
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LLM Benchmarks in 2024.
Towards AI
JANUARY 14, 2024
An Overview of Why LLM Benchmarks Exist, How They Work, and What’s Next LLMs are complex. Although most of us used ChatGPT to … Write me a 100-word paragraph about the history of Greek poetry. Anybody remotely acquainted with LLM should be able to follow along. How do we measure an LLM’s model performance?
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This AI Paper from China Presents MathScale: A Scalable Machine Learning Method to Create High-Quality Mathematical Reasoning Data Using Frontier LLMs
Marktechpost
MARCH 13, 2024
Large language models (LLMs) excel in various problem-solving tasks but need help with complex mathematical reasoning, possibly due to the need for multi-step reasoning. Instruction Tuning effectively enhances LLM capabilities. However, its effectiveness is hindered by the scarcity of datasets for mathematical reasoning.
The Black Box Problem in LLMs: Challenges and Emerging Solutions
Unite.AI
DECEMBER 1, 2023
Machine learning , a subset of AI, involves three components: algorithms, training data, and the resulting model. An algorithm, essentially a set of procedures, learns to identify patterns from a large set of examples (training data). The culmination of this training is a machine-learning model.
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MLOPs with Azure Machine Learning, How to Own Your Own LLM Model, and Recent AI Acquisitions
ODSC - Open Data Science
JULY 13, 2023
MLOPs with Azure Machine Learning The MLOps v2 accelerator is the de-facto MLOps solution from Microsoft going forward. Why Owning Your Own LLM Model is Critical — and Within Reach Many think that only the biggest companies can afford to build their own large language model. But in fact, owning your own LLM is quite feasible.
ChatGPT Enterprise — To Go Where No LLM Has Gone Before
Towards AI
AUGUST 31, 2023
OpenAI launches a business-oriented version of ChatGPT-4 This member-only story is on us. image: Photo by Razvan Chisu on Unsplash | edited in PS Beta by the author OpenAI has just announced the launch of ChatGPT Enterprise. Upgrade to access all of Medium.
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Build Your Own RLHF LLM — Forget Human Labelers!
Towards AI
FEBRUARY 19, 2024
into ChatGPT? used RLHF to reinforce the LLM to make it ChatGPTComplete Code Walkthrough: Train Your Own RLHF ModelComplete Code Walkthrough: How to make the LLM Reinforce Itself Without Human Labelers, i.e Author(s): Tim Cvetko Originally published on Towards AI. You know, that thing OpenAI used to make GPT3.5
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AWS Researchers Propose Panda: A New Machine Learning Framework to Provide Context Grounding to Pre-Trained LLMs
Marktechpost
JANUARY 14, 2024
Large Language Models (LLMs) like ChatGPT can answer many questions but often provide vague or generic recommendations for database performance queries. While LLMs are trained on vast amounts of internet data, their generic recommendations lack context and the multi-modal analysis required for debugging.
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A quick introduction to the Large language model (ChatGPT)
Becoming Human
MAY 15, 2023
As a result, LLMs have become a key tool for a wide range of NLP applications. ChatGPT , a chatbot developed by the OpenAI team, is an example of an LLM. Experts recommend Python as one of the best languages for NLP as well as for machine learning and neural network connections. LLM does translation in two ways.
Top ChatGPT Books to Read in 2024
Marktechpost
APRIL 1, 2024
Ever since its inception, ChatGPT has taken the world by storm, marking the beginning of the era of generative AI. Although large language models (LLMs) had been developed prior to the launch of ChatGPT, the latter’s ease of accessibility and user-friendly interface took the adoption of LLM to a new level.
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Databricks releases Dolly 2.0, the first open, instruction-following LLM for commercial use
APRIL 12, 2023
the next version of the large language model (LLM) with ChatGPT-like human interactivity (aka instruction-following) that the company released just two weeks ago. is the first open source, instruction-following LLM fine-tuned on a … Today Databricks released Dolly 2.0, The company says Dolly 2.0
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Evaluating chatGPT
Ehud Reiter
APRIL 4, 2023
Occasionally people ask for my advice on evaluating chatGPT (or GPT4). I love getting such questions, because they are much more constructive than, say, debating whether chatGPT is “Artificial general intelligence” (AGI) or a threat to humanity. Such people want to capitalise on chatGPT’s prominence and visibility.
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The Enigma for ChatGPT: PUMA is an AI Approach That Proposes a Fast and Secure Way for LLM Inference
Marktechpost
AUGUST 25, 2023
The release of ChatGPT has sparked the ignition for the era of LLMs, and since then, we have seen them ever improving. There have been numerous alternatives proposed to ChatGPT, and they got better and better every day, even managing to surpass ChatGPT in certain tasks.
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Building LLM Products is Hard – These are the 6 Key Challenges
Towards AI
SEPTEMBER 10, 2023
Why LLM-powered chatbots haven’t taken the world by storm just yet This member-only story is on us. Following this introduction, businesses from all sectors became captivated by the prospect of training LLMs with their data to build their own domain-specific… Read the full blog for free on Medium.
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How to prevent prompt injection attacks
IBM Journey to AI blog
APRIL 24, 2024
Prompt injections are a type of attack where hackers disguise malicious content as benign user input and feed it to an LLM application. The hacker’s prompt is written to override the LLM’s system instructions, turning the app into the attacker’s tool. It wasn’t hard to do. Breaking down how the remoteli.io
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The ChatGPT Surge
O'Reilly Media
AUGUST 8, 2023
I’m sure that nobody will be surprised that the number of searches for ChatGPT on the O’Reilly learning platform skyrocketed after its release in November, 2022. The number of searches for Machine Learning itself held steady, though it arguably declined slightly when ChatGPT appeared. What can we make of this?
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Meet GPTCache: A Library for Developing LLM Query Semantic Cache
Marktechpost
AUGUST 3, 2023
ChatGPT and large language models (LLMs) are extremely flexible, allowing for the creation of numerous programs. However, the costs associated with LLM API calls might become significant when the application gains popularity and experiences increased traffic levels. To function, GPTCache caches the LLM’s final replies.
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ChatGPT, Author of The Quixote
O'Reilly Media
MARCH 26, 2024
Generative AI Has a Plagiarism Problem ChatGPT, for example, doesn’t memorize its training data, per se. I have been able to convince ChatGPT to give me large chunks of novels that are in the public domain , such as those on Project Gutenberg, including Pride and Prejudice. An LLM is 100% dreaming and has the hallucination problem.
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Book Review: “How AI Works: From Sorcery to Science” by Ronald T. Kneusel
Unite.AI
OCTOBER 5, 2023
I've so far read over 60 books on AI, and while some of them do get repetitive, this book managed to offer a fresh perspective, I enjoyed this book enough to add it to my personal list of the Best Machine Learning & AI Books of All Time.
Anthropic AI Launches a Prompt Engineering Tool that Generates Production-Ready Prompts in the Anthropic Console
Marktechpost
MAY 10, 2024
Still, it was only in 2014 that generative adversarial networks (GANs) were introduced, a type of Machine Learning (ML) algorithm that allowed generative AI to finally create authentic images, videos, and audio of real people. In 2024, we can create anything imaginable using generative AI tools like ChatGPT, DALL-E, and others.
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How does Bing Chat Surpass ChatGPT in Providing Up-to-Date Real-Time Knowledge? Meet Retrieval Augmented Generation (RAG)
Marktechpost
NOVEMBER 29, 2023
With the development of Large Language Models (LLMs) in recent times, these models have brought about a paradigm change in the fields of Artificial Intelligence and Machine Learning. Transparency – RAG implementation enables users to retrieve the sources of the model in LLM-based Q&A systems. How does RAG work?
Building LLM Products is Hard – These are the 6 Key Challenges
Towards AI
SEPTEMBER 10, 2023
Why LLM-powered chatbots haven’t taken the world by storm just yet This member-only story is on us. Following this introduction, businesses from all sectors became captivated by the prospect of training LLMs with their data to build their own domain-specific… Read the full blog for free on Medium.
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Building an AI Storyteller Application Using LangChain, OpenAI and Hugging Face
Analytics Vidhya
DECEMBER 24, 2023
Introduction With recent AI advancements such as LangChain, ChatGPT builder, and the prominence of Hugging Face, creating AI and LLM apps has become more accessible. However, many are unsure how to leverage these tools effectively.
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Meet Slope TransFormer: A Large Language Model (LLM) Trained Specifically to Understand the Language of Banks
Marktechpost
NOVEMBER 28, 2023
Existing solutions like Plaid and ChatGPT have limitations, such as low coverage and wordiness. To address this, a new solution called Slope TransFormer has been developed—a Large Language Model (LLM) specifically trained to understand the language of banks.
The Vulnerabilities and Security Threats Facing Large Language Models
Unite.AI
FEBRUARY 28, 2024
Attack vectors on large language models While LLMs do not contain traditional software vulnerabilities per se, their complexity makes them susceptible to techniques that seek to manipulate or exploit their inner workings. This could potentially bypass ChatGPT's safety filters by framing the harmful advice as a warning.
5 Ways ChatGPT Can Improve, Not Replace, Your Writing
JULY 23, 2023
It's been quite a year for ChatGPT, with the large language model (LLM) now … Generate your own text—but get help from the AI bot to make it stand out.
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The Best ChatGPT Prompts Are Highly Emotional, Study Confirms
NOVEMBER 13, 2023
A group of researchers have found that emotionally-charged LLM inputs consistently generate more useful responses. Ensuring your ChatGPT prompts are …
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Claude 2 is the free, more ethical ChatGPT rival you might be looking for
AUGUST 17, 2023
ChatGPT is the first generative AI product that comes to mind when talking about large language models (LLM). And you might use “ChatGPT” to describe …
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How Risky Is Your Open-Source LLM Project? A New Research Explains The Risk Factors Associated With Open-Source LLMs
Marktechpost
JULY 7, 2023
They considered all the projects that fit these criteria: Projects must have been created eight months ago or less (approx November 2022, to June 2023, at the time of this paper’s publication) Projects are related to the topics: LLM, ChatGPT, Open-AI, GPT-3.5, or GPT-4 Projects must have at least 3,000 stars on GitHub.
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Bridging Large Language Models and Business: LLMops
Unite.AI
OCTOBER 16, 2023
This is where LLMOps steps in, embodying a set of best practices, tools, and processes to ensure the reliable, secure, and efficient operation of LLMs. Custom LLM Training : Developing a LLM from scratch promises an unparalleled accuracy tailored to the task at hand.
Top 10 Open Source LLMs To USE In Your Next LLM Application
Towards AI
AUGUST 6, 2023
Build LLM Based Applications Without Getting Run Out of Money This member-only story is on us. Large language model-based applications have been on the hype for the last ten months after ChatGPT was released by OpenAI. Since then, a lot of companies and startups launched applications and products that are based on LLMs.
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