Unite.AI

SEPTEMBER 20, 2023

In this guide, we'll introduce transformers, LLMs and how the Hugging Face library plays an important role in fostering an opensource AI community. We'll also walk through the essential features of Hugging Face, including pipelines, datasets, models, and more, with hands-on Python examples. These are deep learning models used in NLP.

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LLM NLP BERT Python 342

AssemblyAI

FEBRUARY 21, 2025

Go to blog You'll need to have Python installed on your system to follow along, so install it if you haven't already. Then install AssemblyAI's Python SDK, which will allow you to call the API from your Python code: pip install -U assemblyai Step 1: Run Speech-to-Text Now you can move on to generating meeting summaries.

Python 130

Python LLM Prompt Engineer Prompt Engineering 130

Unite.AI

MAY 27, 2024

Prompt engineering , the art and science of crafting prompts that elicit desired responses from LLMs, has become a crucial area of research and development. In this comprehensive technical blog, we'll delve into the latest cutting-edge techniques and strategies that are shaping the future of prompt engineering.

Prompt Engineering 162

Prompt Engineering Prompt Engineer LLM Auto-complete 162

Unite.AI

JULY 5, 2024

In this comprehensive guide, we'll explore LLM-driven synthetic data generation, diving deep into its methods, applications, and best practices. Introduction to Synthetic Data Generation with LLMs Synthetic data generation using LLMs involves leveraging these advanced AI models to create artificial datasets that mimic real-world data.

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LLM Prompt Engineering Prompt Engineer Data Scarcity 259

Unite.AI

OCTOBER 25, 2023

In-context learning has emerged as an alternative, prioritizing the crafting of inputs and prompts to provide the LLM with the necessary context for generating accurate outputs. But the drawback for this is its reliance on the skill and expertise of the user in prompt engineering.

LLM 304

LLM OpenAI Prompt Engineering Prompt Engineer 304

Analytics Vidhya

JULY 17, 2024

Enter the Skeleton of Thoughts (SoT) – a groundbreaking framework poised to revolutionize artificial intelligence and natural language […] The post What is Skeleton of Thoughts and its Python Implementation? appeared first on Analytics Vidhya.

Python 306

Python Large Language Models Artificial Intelligence Artificial Intelligence 306

Unite.AI

SEPTEMBER 19, 2024

Whether you're leveraging OpenAI’s powerful GPT-4 or with Claude’s ethical design, the choice of LLM API could reshape the future of your business. Why LLM APIs Matter for Enterprises LLM APIs enable enterprises to access state-of-the-art AI capabilities without building and maintaining complex infrastructure.

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LLM Automation Large Language Models OpenAI 246

Unite.AI

NOVEMBER 20, 2024

That said, AgentOps (the tool) offers developers insight into agent workflows with features like session replays, LLM cost tracking, and compliance monitoring. Agents are built to interact with specific datasets, tools, and prompts while maintaining compliance with predefined rules. What is AgentOps?

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LLM AI AI DevOps 182

AWS Machine Learning Blog

JANUARY 7, 2025

However, the industry is seeing enough potential to consider LLMs as a valuable option. The following are a few potential benefits: Improved accuracy and consistency LLMs can benefit from the high-quality translations stored in TMs, which can help improve the overall accuracy and consistency of the translations produced by the LLM.

Large Language Models 106

Large Language Models Prompt Engineer Prompt Engineering Metadata 106

AWS Machine Learning Blog

JANUARY 28, 2025

Evaluating large language models (LLMs) is crucial as LLM-based systems become increasingly powerful and relevant in our society. Rigorous testing allows us to understand an LLMs capabilities, limitations, and potential biases, and provide actionable feedback to identify and mitigate risk.

LLM 102

LLM Large Language Models ML Algorithm 102

AssemblyAI

JULY 19, 2024

Sonnet, recently announced by Anthropic , sets new industry benchmarks for many LLM tasks. Sonnet, Claude 3 Opus, and Claude 3 Haiku with audio or video files in Python. Set up the SDK To get started, install the AssemblyAI Python SDK , which includes all LeMUR functionality. You can get one for free here. To use Sonnet 3.5,

Prompt Engineer 299

Prompt Engineer Prompt Engineering LLM Python 299

AWS Machine Learning Blog

FEBRUARY 12, 2025

The evaluation of large language model (LLM) performance, particularly in response to a variety of prompts, is crucial for organizations aiming to harness the full potential of this rapidly evolving technology. Both features use the LLM-as-a-judge technique behind the scenes but evaluate different things.

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LLM Generative AI Automation Machine Learning 93

AssemblyAI

MARCH 13, 2024

Build An Audio AI App , an in-depth video course created by Talk Python , is now available for free on both the Talk Python Training website and in the Android and iOS mobile apps. You can join the course on the Talk Python platform here. The course is brought to you by Michael Kennedy. The course is 100% free!

Python 162

Python Prompt Engineering Prompt Engineer LLM 162

Flipboard

MARCH 31, 2025

The following illustration describes the components of an agentic AI system: Overview of CrewAI CrewAI is an enterprise suite that includes a Python-based open source framework. Amazon Bedrock manages prompt engineering, memory, monitoring, encryption, user permissions, and API invocation.

LLM 177

LLM Automation Generative AI AI Automation 177

Unite.AI

SEPTEMBER 11, 2023

Last time we delved into AutoGPT and GPT-Engineering , the early mainstream open-source LLM-based AI agents designed to automate complex tasks. Enter MetaGPT — a Multi-agent system that utilizes Large Language models by Sirui Hong fuses Standardized Operating Procedures (SOPs) with LLM-based multi-agent systems.

Python 328

Python Software Development Software Engineer OpenAI 328

AWS Machine Learning Blog

FEBRUARY 21, 2025

Fine-tuning a pre-trained large language model (LLM) allows users to customize the model to perform better on domain-specific tasks or align more closely with human preferences. You can use supervised fine-tuning (SFT) and instruction tuning to train the LLM to perform better on specific tasks using human-annotated datasets and instructions.

LLM 84

LLM AI AI Data Scientist 84

AssemblyAI

MARCH 8, 2024

Join Us On Discord ⚡️LeMUR Docs Update Our LeMUR documentation received a significant update with a new focus on tutorials and prompt engineering guides. Additionally, we've introduced a dedicated prompt engineering guide with curated prompt examples to effectively utilize LeMUR.

Neural Network 147

Neural Network LLM Prompt Engineering Prompt Engineer 147

AWS Machine Learning Blog

MARCH 19, 2025

LLM prompting Amazon Bedrock allows you to choose from a wide selection of foundation models for prompting. In the prompt, we first give the LLM a persona, indicating that it is an office assistant helping humans. Here, we use Anthropics Claude 3.5 Sonnet on Amazon Bedrock for completions.

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Generative AI LLM AI AI 106

Towards AI

NOVEMBER 7, 2024

P.S. We will soon release an extremely in-depth ~90-lesson practical full stack “LLM Developer” conversion course. Lazybutlearning_44405 is looking for a study partner who wants to learn through practical projects using the Python framework. Learn AI Together Community section! AI poll of the week! Meme of the week!

Black Box AI 115

Black Box AI Machine Learning Prompt Engineer Prompt Engineering 115

Flipboard

NOVEMBER 15, 2024

Solution overview In this solution, we automatically generate metadata for table definitions in the Data Catalog by using large language models (LLMs) through Amazon Bedrock. First, we explore the option of in-context learning, where the LLM generates the requested metadata without documentation.

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Metadata Generative AI LLM AI 146

Artificial Corner

AUGUST 3, 2023

Prompt engineering in under 10 minutes — theory, examples and prompting on autopilot Master the science and art of communicating with AI. Prompt engineering is the process of coming up with the best possible sentence or piece of text to ask LLMs, such as ChatGPT, to get back the best possible response.

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Prompt Engineering Prompt Engineer Large Language Models Explainability 98

ODSC - Open Data Science

APRIL 2, 2025

Core AI Skills Every Engineer ShouldMaster While its tempting to chase the newest framework or model, strong AI capability begins with foundational skills. That starts with programmingespecially in languages like Python and SQL, where most machine learning tools and AI libraries are built.

Prompt Engineering 52

Prompt Engineering Prompt Engineer Large Language Models ML Engineer 52

Marktechpost

JANUARY 3, 2024

Significance The following are some tools that can used for LLM application development: LangChain LangChain, an open-source framework, empowers developers in AI and machine learning to seamlessly integrate large language models like OpenAI’s GPT-3.5

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LLM Large Language Models Machine Learning Chatbots 128

AWS Machine Learning Blog

NOVEMBER 12, 2024

In this blog post, we demonstrate prompt engineering techniques to generate accurate and relevant analysis of tabular data using industry-specific language. This is done by providing large language models (LLMs) in-context sample data with features and labels in the prompt.

ESG 105

ESG Generative AI LLM Prompt Engineer 105

AWS Machine Learning Blog

MARCH 27, 2025

Checking LLM accuracy for ground truth data To evaluate an LLM for the task of category labeling, the process begins by determining if labeled data is available. When automation is preferred, using another LLM to assess outputs can be effective. However, the precision of this method depends on the reliability of the chosen LLM.

Categorization 107

Categorization ETL Prompt Engineer Prompt Engineering 107

The MLOps Blog

DECEMBER 26, 2024

TL;DR LangChain provides composable building blocks to create LLM-powered applications, making it an ideal framework for building RAG systems. The experiment tracker can handle large amounts of data, making it well-suited for quick iteration and extensive evaluations of LLM-based applications. Source What is LangChain? ragas== 0.2.8

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LLM Metadata OpenAI Chatbots 96

Unite.AI

SEPTEMBER 4, 2023

However, the world of LLMs isn't simply a plug-and-play paradise; there are challenges in usability, safety, and computational demands. In this article, we will dive deep into the capabilities of Llama 2 , while providing a detailed walkthrough for setting up this high-performing LLM via Hugging Face and T4 GPUs on Google Colab.

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ChatGPT Auto-complete Large Language Models LLM 290

Marktechpost

AUGUST 3, 2024

has taken a significant leap in the field of Prompt Engineering, recognizing its critical role in their operations. This level of detail is necessitated by the sheer volume of prompts they generate daily—billions—and the need to maximize the potential of expanding LLM context windows. Character.AI

Python 120

Python Prompt Engineering Prompt Engineer Large Language Models 120

AWS Machine Learning Blog

MARCH 6, 2025

LlamaIndex is a framework for building LLM applications. It simplifies data integration from various sources and provides tools for data indexing, engines, agents, and application integrations. Optimized for search and retrieval, it streamlines querying LLMs and retrieving documents. For instructions, see Model access.

LLM 109

LLM Generative AI ML Prompt Engineer 109

O'Reilly Media

MARCH 25, 2025

Lets be real: building LLM applications today feels like purgatory. The truth is, we’re in the earliest days of understanding how to build robust LLM applications. What makes LLM applications so different? Theyre fundamentally non-deterministicwe call it the flip-floppy nature of LLMs: same input, different outputs.

LLM 69

LLM Software Development Prompt Engineer Prompt Engineering 69

Explosion

MAY 17, 2023

I don’t want to undersell how impactful LLMs are for this sort of use-case. You can give an LLM a group of comments and ask it to summarize the texts or identify key themes. One vision for how LLMs can be used is what I’ll term LLM maximalist. If you have some task, you try to ask the LLM to do it as directly as possible.

LLM 135

LLM NLP Large Language Models OpenAI 135

AWS Machine Learning Blog

JULY 24, 2024

Large language models (LLMs) have achieved remarkable success in various natural language processing (NLP) tasks, but they may not always generalize well to specific domains or tasks. You may need to customize an LLM to adapt to your unique use case, improving its performance on your specific dataset or task.

LLM 128

LLM ML Generative AI Machine Learning 128

AWS Machine Learning Blog

SEPTEMBER 15, 2023

Large language model (LLM) agents are programs that extend the capabilities of standalone LLMs with 1) access to external tools (APIs, functions, webhooks, plugins, and so on), and 2) the ability to plan and execute tasks in a self-directed fashion. We conclude the post with items to consider before deploying LLM agents to production.

LLM 127

LLM Prompt Engineer Prompt Engineering Large Language Models 127

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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OpenAI LLM ChatGPT AI 305

Unite.AI

AUGUST 8, 2023

Generative AI Types: Text to Text, Text to Image Transformers & LLM The paper “ Attention Is All You Need ” by Google Brain marked a shift in the way we think about text modeling. BLOOM BigScience 176 billion Downloadable Model, Hosted API Available Multilingual LLM developed by global collaboration. How Are LLMs Used?

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Generative AI ChatGPT Neural Network Convolutional Neural Networks 243

ODSC - Open Data Science

JANUARY 29, 2024

The role of prompt engineer has attracted massive interest ever since Business Insider released an article last spring titled “ AI ‘Prompt Engineer Jobs: $375k Salary, No Tech Backgrund Required.” It turns out that the role of a Prompt Engineer is not simply typing questions into a prompt window.

Prompt Engineering 52

Prompt Engineering Prompt Engineer Data Science LLM 52

Marktechpost

APRIL 11, 2024

Here’s a look at the most relevant short courses available: Red Teaming LLM Applications This course offers an essential guide to enhancing the safety of LLM applications through red teaming. Participants will learn to spot and address vulnerabilities within LLM applications, applying cybersecurity methods to the AI domain.

Artificial Intelligence 113

Artificial Intelligence Artificial Intelligence LLM Python 113