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.

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Prompt Engineering Prompt Engineer LLM Auto-complete 162

Towards AI

JANUARY 21, 2025

Many articles about how-to-use, prompt engineering and the logic behind have been published. Nevertheless, when I started familiarizing myself with the algorithm of LLMs the so-called transformer I had to go through many different sources to feel like I really understood the topic.In

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Algorithm ChatGPT Large Language Models Neural Network 105

Flipboard

JUNE 6, 2023

Despite the buzz surrounding it, the prominence of prompt engineering may be fleeting. A more enduring and adaptable skill will keep enabling us to harness the potential of generative AI? It is called problem formulation — the ability to identify, analyze, and delineate problems.

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Prompt Engineering Prompt Engineer Generative AI AI 171

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. The main reason for that is the need for prompt engineering skills.

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Prompt Engineering Prompt Engineer Large Language Models Generative AI 138

Analytics Vidhya

MAY 15, 2023

Microsoft AI Research has recently introduced a new framework called Automatic Prompt Optimization (APO) to significantly improve the performance of large language models (LLMs). This framework is designed to help users create better prompts with minimal manual intervention & optimize prompt engineering for better results.

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Prompt Engineering Prompt Engineer Large Language Models AI Researcher 291

ODSC - Open Data Science

SEPTEMBER 19, 2023

Prompt engineers are responsible for developing and maintaining the code that powers large language models or LLMs for short. But to make this a reality, prompt engineers are needed to help guide large language models to where they need to be. But what exactly is a prompt engineer ?

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Prompt Engineering Prompt Engineer Large Language Models Software Engineer 98

ODSC - Open Data Science

AUGUST 29, 2023

With that said, companies are now realizing that to bring out the full potential of AI, prompt engineering is a must. So we have to ask, what kind of job now and in the future will use prompt engineering as part of its core skill set?

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Prompt Engineering Prompt Engineer Large Language Models Natural Language Processing 98

Marktechpost

MARCH 26, 2024

Reinforcement learning has been a playground for algorithms that learn through trial and error, a process that fundamentally relies on the ability to explore unknown territories to make informed decisions. Researchers from Microsoft Research and Carnegie Mellon University have assessed the capability of LLMs, such as GPT-3.5,

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Large Language Models Prompt Engineering Prompt Engineer Algorithm 103

AI News

OCTOBER 24, 2024

There is a rising need for workers with new AI-specific skills, such as prompt engineering, that will require retraining and upskilling opportunities. Public sector integration: The UK Government Digital Service (GDS) is working to improve efficiency using predictive algorithms for future pension scheme behaviour.

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Big Data AI AI Prompt Engineer 339

Unite.AI

SEPTEMBER 27, 2023

FINGPT FinGPT's Operations : Data Sourcing and Engineering : Data Acquisition : Uses data from reputable sources like Yahoo, Reuters, and more, FinGPT amalgamates a vast array of financial news, spanning US stocks to CN stocks. But FinGPT isn't confined to sentiment analysis alone.

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Generative AI Large Language Models Prompt Engineering Prompt Engineer 304

Unite.AI

FEBRUARY 21, 2025

This approach can reduce the reliance on extensive fine-tuning by leveraging: Prompt engineering: Guiding the models behavior through natural language instructions. And within this ecosystem, ASR stands as one of the most complex and exciting components to model algorithmically.

Conversational AI 162

Conversational AI Prompt Engineer Prompt Engineering Robotics 162

Marktechpost

AUGUST 1, 2024

Large language models (LLMs) have seen rapid advancements, making significant strides in algorithmic problem-solving tasks. These models are being integrated into algorithms to serve as general-purpose solvers, enhancing their performance and efficiency.

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Algorithm LLM Machine Learning Prompt Engineer 123

AI Weekly

APRIL 25, 2024

artificialintelligence-news.com Sponsor When Generative AI Gets It Wrong, TrainAI Helps Make It Right TrainAI provides prompt engineering, response refinement and red teaming with locale-specific domain experts to fine-tune generative AI. Planning a GenAI or LLM project? Maybe, but customer service will always require a human touch.

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Robotics LLM Prompt Engineer Prompt Engineering 264

AWS Machine Learning Blog

JANUARY 22, 2025

These services use advanced machine learning (ML) algorithms and computer vision techniques to perform functions like object detection and tracking, activity recognition, and text and audio recognition. The key to the capability of the solution is the prompts we have engineered to instruct Anthropics Claude what to do.

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Generative AI Prompt Engineer Prompt Engineering AI 109

AWS Machine Learning Blog

JANUARY 22, 2025

Customizing an FM that is specialized on a specific task is often done using one of the following approaches: Prompt engineering Add instructions in the context/input window of the model to help it complete the task successfully. For our specific task, weve found prompt engineering sufficient to achieve the results we needed.

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Prompt Engineer Prompt Engineering Natural Language Processing Machine Learning 110

Marktechpost

JULY 12, 2024

Techniques like prompt engineering and hyperparameter tuning necessitate extensive testing of multiple configurations to identify the best-performing setup, leading to high resource consumption. The proposed algorithms substantially reduced evaluation costs, identifying top-performing methods using only 5-15% of the required resources.

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Algorithm LLM Large Language Models NLP 101

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.

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Prompt Engineering Prompt Engineer Data Science LLM 52

Unite.AI

SEPTEMBER 25, 2023

Initially, the attempts were simple and intuitive, with basic algorithms creating monotonous tunes. These deep-learning algorithms dissect individual preferences based on various musical elements such as tempo and mood to craft personalized song suggestions. Creating music using artificial intelligence began several decades ago.

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Generative AI Deep Learning Algorithm AI 296

Flipboard

NOVEMBER 15, 2023

CEOs must integrate the multifaceted costs into their strategic vision, acknowledging nuances such as inference cost, fine-tuning cost, prompt engineering cost, cloud expenses, talent costs, and operation costs. CEOs must not overlook the intricacies of genAI costs.

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Marktechpost

APRIL 28, 2024

and also allows the students to build an understanding of machine learning algorithms, including supervised, unsupervised, reinforcement, etc. Introduction to Artificial Intelligence with Python This course has been designed by Harvard University and explores the foundational concepts and algorithms of modern artificial intelligence.

Artificial Intelligence 109

Artificial Intelligence Artificial Intelligence Prompt Engineering Prompt Engineer 109

Unite.AI

AUGUST 21, 2023

In a dataset comprising 164 original programming problems, which includes language comprehension, algorithms, and basic math tests, Codex with 12B parameters solved 28.8% To evaluate its capabilities, the model was tasked with creating standalone Python functions based solely on docstrings. of them on a single attempt.

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ChatGPT Prompt Engineering Prompt Engineer Python 246

Unite.AI

AUGUST 8, 2023

These algorithms take input data, such as a text or an image, and pair it with a target output, like a word translation or medical diagnosis. This response is assessed by the reward model, and the process is optimized using an algorithm named proximal policy optimization (PPO). They're about mapping and prediction.

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AWS Machine Learning Blog

JANUARY 28, 2025

By documenting the specific model versions, fine-tuning parameters, and prompt engineering techniques employed, teams can better understand the factors contributing to their AI systems performance. Evaluation algorithm Computes evaluation metrics to model outputs. Different algorithms have different metrics to be specified.

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LLM Large Language Models ML Algorithm 102

AWS Machine Learning Blog

MARCH 21, 2025

We use the following request: sample_prompt = f""" Generate a metadata json object for this research paper. {{ "title": "", "authors": [], "institutions": [], "topics": [], "funding-sources": [], "algorithms":[], "data_sets":[] }} """ file = './samples/2003.10304/page_0.png' samples/2003.10304/page_0.png' samples/2003.10304/page_0.png'

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Metadata Convolutional Neural Networks Generative AI Data Scientist 115

AWS Machine Learning Blog

MARCH 27, 2025

Based on our experiments using best-in-class supervised learning algorithms available in AutoGluon , we arrived at a 3,000 sample size for the training dataset for each category to attain an accuracy of 90%. Sonnet prediction accuracy through prompt engineering.

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Categorization ETL Prompt Engineer Prompt Engineering 107

Unite.AI

DECEMBER 27, 2023

By utilizing machine learning algorithms , it produces new content, including images, text, and audio, that resembles existing data. Another breakthrough is the rise of generative language models powered by deep learning algorithms. Generative AI is an evolving field that has experienced significant growth and progress in 2023.

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AWS Machine Learning Blog

AUGUST 6, 2024

Customization includes varied techniques such as Prompt Engineering, Retrieval Augmented Generation (RAG), and fine-tuning and continued pre-training. Prompt Engineering involves carefully crafting prompts to get a desired response from LLMs. Amazon Bedrock supports multiple prompt engineering techniques.

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Generative AI Prompt Engineering Prompt Engineer Large Language Models 135

Marktechpost

JUNE 7, 2024

The focus will be on Retrieval-Augmented Generation (RAG), agentic functions, Chain of Thought (CoT) prompting, few-shot learning, prompt engineering, and prompt optimization. The LLM can invoke predefined function calls to perform specific tasks, ranging from data retrieval to executing complex algorithms.

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Prompt Engineering Prompt Engineer Large Language Models LLM 116

AWS Machine Learning Blog

NOVEMBER 15, 2024

In the built-in evaluation, accuracy is measured against a TREX dataset and the algorithm calculates the degree to which the model’s predictions match the actual results. To learn more about CoT and other prompt engineering techniques for Amazon Bedrock LLMs, see General guidelines for Amazon Bedrock LLM users.

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Responsible AI Prompt Engineer Prompt Engineering AI 110

ODSC - Open Data Science

JANUARY 18, 2024

Must-Have Prompt Engineering Skills, Preventing Data Poisoning, and How AI Will Impact Various Industries in 2024 Must-Have Prompt Engineering Skills for 2024 In this comprehensive blog, we reviewed hundreds of prompt engineering job descriptions to identify the skills, platforms, and knowledge that employers are looking for in this emerging field.

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Prompt Engineering Prompt Engineer Large Language Models Data Science 52

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

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Python Prompt Engineering Prompt Engineer Large Language Models 120

Marktechpost

MARCH 29, 2025

The AppAgent and Mobile-Agent series integrate commercial models like GPT for planning and prediction tasks but heavily depend on prompt engineering and multi-agent collaboration, requiring careful manual design for optimal performance. Various approaches have been developed to advance GUI agents and optimize their training.

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Prompt Engineer Prompt Engineering Large Language Models AI 54

ODSC - Open Data Science

SEPTEMBER 27, 2024

Among these are deepfakes and automated prompt engineering , two areas rapidly evolving with the potential to redefine the way we interact with AI. Automated Prompt Engineering: Optimizing NLP While deepfakes represent the darker side of AI’s capabilities, automated prompt engineering is a more constructive development in the field.

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Prompt Engineering Prompt Engineer Automation Machine Learning 40

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?

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Prompt Engineering Prompt Engineer LLM Data Scientist 52

Marktechpost

JULY 22, 2024

Bias in artificial data can arise from underlying algorithms and training data, potentially leading to unfair or inaccurate model predictions. The OAK dataset has two main techniques for prompt generation: programming prompt engineering and meta prompt engineering.

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AI Researcher AI Research Data Scarcity Prompt Engineering 122

Towards AI

DECEMBER 28, 2023

Black box algorithms such as xgboost emerged as the preferred solution for a majority of classification and regression problems. The introduction of attention mechanisms has notably altered our approach to working with deep learning algorithms, leading to a revolution in the realms of computer vision and natural language processing (NLP).

Large Language Models 122

Large Language Models Natural Language Processing Deep Learning Prompt Engineer 122

AWS Machine Learning Blog

JANUARY 30, 2025

The AML feature store standardizes variable definitions using scientifically validated algorithms. Generate cluster names and answer user queries A prompt engineering technique for Anthropics Claude 3 Haiku on Amazon Bedrock generates descriptive cluster names and answers user queries.

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Generative AI Natural Language Processing Machine Learning Prompt Engineer 70