AWS Machine Learning Blog

NOVEMBER 15, 2023

Prompt engineering has become an essential skill for anyone working with large language models (LLMs) to generate high-quality and relevant texts. Although text prompt engineering has been widely discussed, visual prompt engineering is an emerging field that requires attention.

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Marktechpost

MARCH 4, 2024

The system iteratively refines prompts, akin to curriculum learning, generating challenging cases to align with user intent efficiently. In conclusion, the IPC system automates prompt engineering by combining synthetic data generation and prompt optimization modules, iteratively refining prompts using prompting LLMs until convergence.

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Prompt Engineer Prompt Engineering LLM Automation 82

Heartbeat

AUGUST 25, 2023

Introduction Prompt Engineering is arguably the most critical aspect in harnessing the power of Large Language Models (LLMs) like ChatGPT. However; current prompt engineering workflows are incredibly tedious and cumbersome. Logging prompts and their outputs to .csv First install the package via pip.

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Prompt Engineer Prompt Engineering Large Language Models Metadata 52

Heartbeat

FEBRUARY 27, 2024

Multilingual prompt engineering is the art and science of creating clear and precise instructions for AI models that understand and respond in multiple languages. This article discusses the difficulties that multilingual prompt engineering encounters and solutions to those difficulties.

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Prompt Engineer Prompt Engineering Robotics Deep Learning 40

Marktechpost

MARCH 26, 2024

Don’t Forget to join our 39k+ ML SubReddit The post Exploration of How Large Language Models Navigate Decision Making with Strategic Prompt Engineering and Summarization appeared first on MarkTechPost. Join our Telegram Channel , Discord Channel , and LinkedIn Gr oup. If you like our work, you will love our newsletter.

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Large Language Models Prompt Engineer Prompt Engineering Algorithm 83

Mlearning.ai

SEPTEMBER 6, 2023

I’ve ventured there to identify the best free prompt engineering resources, from beginner incantations to advanced conjuring for text, code and AI artistry. To democratize the magic and make prompt craft available to all. It squeezes in the most critical prompt techniques into a 45 minute lesson. Let’s dive in! ?✨

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Prompt Engineer Prompt Engineering ChatGPT OpenAI 52

AWS Machine Learning Blog

MAY 9, 2024

The rapid advancements in artificial intelligence and machine learning (AI/ML) have made these technologies a transformative force across industries. An effective approach that addresses a wide range of observed issues is the establishment of an AI/ML center of excellence (CoE). What is an AI/ML CoE?

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Marktechpost

DECEMBER 7, 2023

These findings build on earlier research that suggests activation probing can generalize out-of-distribution when prompted. Also, don’t forget to join our 33k+ ML SubReddit , 41k+ Facebook Community, Discord Channel , and Email Newsletter , where we share the latest AI research news, cool AI projects, and more.

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Large Language Models Prompt Engineer Prompt Engineering Neural Network 104

ODSC - Open Data Science

SEPTEMBER 28, 2023

5 Must-Have Skills to Get Into Prompt Engineering From having a profound understanding of AI models to creative problem-solving, here are 5 must-have skills for any aspiring prompt engineer. The Implications of Scaling Airflow Wondering why you’re spending days just deploying code and ML models?

Prompt Engineer 52

Prompt Engineer Prompt Engineering LLM Data Scientist 52

Mlearning.ai

JULY 11, 2023

Photo by Mojahid Mottakin on Unsplash Generative AI, ChatGPT and Prompt Engineering The recent surge in apps harnessing the power of generative AI has been mind-blowing. Prompt engineering plays a crucial role in harnessing the power of generative AI models like ChatGPT by shaping the desired output.

Prompt Engineer 40

Prompt Engineer Prompt Engineering ChatGPT OpenAI 40

ODSC - Open Data Science

AUGUST 24, 2023

5 Jobs That Will Use Prompt Engineering in 2023 Whether you’re looking for a new career or to enhance your current path, these jobs that use prompt engineering will become desirable in 2023 and beyond. That’s why enriching your analysis with trusted, fit-for-use, third-party data is key to ensuring long-term success.

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Prompt Engineer Prompt Engineering Data Science Data Scientist 52

AWS Machine Learning Blog

NOVEMBER 22, 2023

Now all you need is some guidance on generative AI and machine learning (ML) sessions to attend at this twelfth edition of re:Invent. In addition to several exciting announcements during keynotes, most of the sessions in our track will feature generative AI in one form or another, so we can truly call our track “Generative AI and ML.”

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ML Generative AI Prompt Engineer Prompt Engineering 103

Marktechpost

MAY 26, 2024

Machine Learning Terminology and Process This course introduces basic machine learning concepts and details each step of the ML process. It covers common terms and techniques used in ML projects, aiming to help you understand and discuss the entire ML process comprehensively.

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Prompt Engineer Prompt Engineering Data Scientist Machine Learning 106

Marktechpost

JULY 10, 2023

the digital image), but arises from the interaction of humans with the AI and the resulting practices that evolve from this interaction (e.g., “prompt engineering” and curation). The paper argues that human creativity in text-to-image synthesis lies not in the end product (i.e., Check out the Paper.

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Prompt Engineer Prompt Engineering Explainability Deep Learning 52

Towards AI

MAY 1, 2023

TheSequence is a no-BS (meaning no hype, no news etc) ML-oriented newsletter that takes 5 minutes to read. Created Using Midjourney I recently started an AI-focused educational newsletter, that already has over 150,000 subscribers. The goal is to keep you up to date with machine learning projects, research papers and concepts.

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Prompt Engineer Prompt Engineering LLM Large Language Models 93

Mlearning.ai

JULY 27, 2023

Since its debut, ChatGPT has caused a stir in the artificial intelligence community, gaining over 100 million users in a record amount of… Continue reading on MLearning.ai »

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Prompt Engineer Prompt Engineering ChatGPT Artificial Intelligence 52

Marktechpost

MAY 30, 2024

Introduction to AI and Machine Learning on Google Cloud This course introduces Google Cloud’s AI and ML offerings for predictive and generative projects, covering technologies, products, and tools across the data-to-AI lifecycle. It includes labs on feature engineering with BigQuery ML, Keras, and TensorFlow.

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AWS Machine Learning Blog

JANUARY 4, 2024

Specifically, we discuss the following: Why do we need Text2SQL Key components for Text to SQL Prompt engineering considerations for natural language or Text to SQL Optimizations and best practices Architecture patterns Why do we need Text2SQL? Effective prompt engineering is key to developing natural language to SQL systems.

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Prompt Engineer Prompt Engineering Generative AI LLM 113

Marktechpost

MAY 28, 2024

Existing methods for improving LLM performance on reasoning tasks include various forms of prompt engineering. Techniques such as Chain of Thought (CoT) and ReAct prompting guide LLMs through complex tasks by embedding structured reasoning or instructions within the prompts. Check out the Paper.

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Large Language Models Prompt Engineer Prompt Engineering LLM 120

AWS Machine Learning Blog

MAY 13, 2024

In this part of the blog series, we review techniques of prompt engineering and Retrieval Augmented Generation (RAG) that can be employed to accomplish the task of clinical report summarization by using Amazon Bedrock. It can be achieved through the use of proper guided prompts. There are many prompt engineering techniques.

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Generative AI Prompt Engineer Prompt Engineering LLM 99

AWS Machine Learning Blog

APRIL 20, 2023

Each machine learning (ML) system has a unique service level agreement (SLA) requirement with respect to latency, throughput, and cost metrics. Based on Inference Recommender’s instance type recommendations, we can find the right real-time serving ML instances that yield the right price-performance for this use case.

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AWS Machine Learning Blog

MAY 7, 2024

SageMaker JumpStart is a machine learning (ML) hub with foundation models (FMs), built-in algorithms, and prebuilt ML solutions that you can deploy with just a few clicks. This post walks through examples of building information extraction use cases by combining LLMs with prompt engineering and frameworks such as LangChain.

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Prompt Engineer Prompt Engineering Large Language Models LLM 89

Marktechpost

MAY 7, 2024

Researchers have primarily focused on enhancing NL2SQL methods, which can be categorized into pre-trained and Supervised Fine-Tuning (SFT) methods, prompt engineering-based LLMs, and LLMs specifically trained for NL2SQL. Also, don’t forget to follow us on Twitter. Join our Telegram Channel , Discord Channel , and LinkedIn Gr oup.

Business Intelligence 100

Business Intelligence Prompt Engineer Prompt Engineering Natural Language Processing 100

Marktechpost

MAY 6, 2024

These approaches integrate prompt engineering with machine learning-based models and utilize chain-of-thought guidance to improve detection capabilities. Don’t Forget to join our 41k+ ML SubReddit The post DLAP: A Deep Learning Augmented LLMs Prompting Framework for Software Vulnerability Detection appeared first on MarkTechPost.

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Deep Learning Prompt Engineer Prompt Engineering Large Language Models 113

Towards AI

SEPTEMBER 22, 2023

There were significant distinctions between academic researchers, ML practitioners, and their clients. ML consultants, who make a living by providing ML services may ask: How do we justify our profession in this scenario if the researchers are solving practical issues and the clients can use the cutting-edge AI tools on their own?

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Prompt Engineer Prompt Engineering LLM ML 57

TheSequence

JANUARY 19, 2024

You probably don’t need ML engineers In the last two years, the technical sophistication needed to build with AI has dropped dramatically. ML engineers used to be crucial to AI projects because you needed to train custom models from scratch. At the same time, the capabilities of AI models have grown.

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Prompt Engineer Prompt Engineering Generative AI Large Language Models 59

AWS Machine Learning Blog

MARCH 14, 2024

We provide an overview of key generative AI approaches, including prompt engineering, Retrieval Augmented Generation (RAG), and model customization. Beyond hardware, data cleaning and processing, model architecture design, hyperparameter tuning, and training pipeline development demand specialized machine learning (ML) skills.

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Generative AI Prompt Engineer Prompt Engineering AI 98

Marktechpost

FEBRUARY 23, 2024

This method significantly reduces the manual labor involved in prompt engineering and allows models to reason autonomously across a broader spectrum of tasks. Join our 37k+ ML SubReddit , 41k+ Facebook Community, Discord Channel , and LinkedIn Gr oup. Check out the Paper.

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Explainability Large Language Models Prompt Engineer Prompt Engineering 123

Marktechpost

DECEMBER 4, 2023

This study extends prior research on GPT-4’s medical capabilities, notably BioGPT and Med-PaLM, by systematically exploring prompt engineering to enhance performance. The research systematically explores prompt engineering to enhance GPT-4’s performance on medical challenges. Check out the Paper.

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Prompt Engineer Prompt Engineering AI Researcher AI Research 90

TheSequence

NOVEMBER 7, 2023

Created Using DALL-E 3 💡 ML Concept of the Day: What is Prompt-Tuning? A very popular alternative to prefix-tuning that shares the same principles is known as prompt tuning or p-tuning. Prompt-tuning sits somewhere between prompt engineering and fine-tuning. Read more

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Prompt Engineer Prompt Engineering ML 59

Marktechpost

MARCH 30, 2024

While GPT-4, particularly when enhanced with prompt engineering, exhibited impressive proficiency, it fell short of the high bar set by student submissions. Don’t Forget to join our 39k+ ML SubReddit The post This AI Paper from Durham University Evaluates GPT-3.5 in identifying the authorship of the code as either AI or human.

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Prompt Engineer Prompt Engineering AI AI 99

Marktechpost

MARCH 3, 2024

It involves sophisticated strategies like prompt engineering and fine-tuning tailored to specific tasks and domains. These models adapt to various data types through advanced prompt engineering and fine-tuning, delivering high-quality annotations. Check out the Paper. If you like our work, you will love our newsletter.

Large Language Models 93

Large Language Models Prompt Engineer Prompt Engineering Machine Learning 93

Marktechpost

JANUARY 4, 2024

In order to get the most out of these models, it is important to ask the right questions, i.e., providing them with optimized prompts, which has led to the emergence of an entirely new field – prompt engineering, which focuses primarily on crafting optimized and task-specific instructions to get better responses.

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Large Language Models Prompt Engineer Prompt Engineering LLM 82

Marktechpost

JANUARY 31, 2024

However, developing these prompts, known as ‘prompt engineering,’ is marked by complexity. However, this requires continuous adjustments and fine-tuning, making the role of the software engineer more dynamic and iterative. Microsoft and GitHub researchers have proposed the concept of ‘AI copilots.’

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Software Engineer Prompt Engineer Prompt Engineering Large Language Models 101

Marktechpost

JANUARY 24, 2024

Challenges include model limitations and prompt constraints, which are addressed through approaches like SD1.5+Lora Lora and prompt engineering. Various methods, such as prompt engineering and fixed templates, partially address challenges in stable diffusion models. Check out the Paper.

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LLM Prompt Engineer Prompt Engineering Large Language Models 89

Marktechpost

DECEMBER 19, 2023

It also explores prompt engineering’s impact on VLM reward performance, although the sources do not provide specific results. The study examines the role of prompt engineering in VLM reward performance. Larger VLMs yield more accurate rewards, enhancing agent capabilities. Check out the Paper.

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Prompt Engineer Prompt Engineering BERT Artificial Intelligence 105

Marktechpost

MAY 21, 2024

LLMs operate by processing text inputs and generating text outputs, with prompt engineering currently being the primary programming method with these models. This approach relies heavily on constructing the right input prompts, a task that can be complex and tedious. Also, don’t forget to follow us on Twitter.

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LLM Neural Network Prompt Engineer Prompt Engineering 95