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Data Science LLM Prompt Engineering 
Analytics Vidhya
MAY 26, 2022
This article was published as a part of the Data Science Blogathon. Introduction What are Large Language Models(LLM)? Most of you definitely faced this question in your data science journey. The post Prompt Engineering in GPT-3 appeared first on Analytics Vidhya.
Unite.AI
FEBRUARY 23, 2024
In the ever-evolving landscape of artificial intelligence, the art of prompt engineering has emerged as a pivotal skill set for professionals and enthusiasts alike. Prompt engineering, essentially, is the craft of designing inputs that guide these AI systems to produce the most accurate, relevant, and creative outputs.
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Unite.AI
JULY 26, 2023
The secret sauce to ChatGPT's impressive performance and versatility lies in an art subtly nestled within its programming – prompt engineering. This makes us all prompt engineers to a certain degree. Venture capitalists are pouring funds into startups focusing on prompt engineering, like Vellum AI.
Analytics Vidhya
JANUARY 5, 2024
By providing specific instructions and context, prompts guide LLMs to generate more accurate and relevant responses. In this comprehensive guide, we will explore the importance of prompt engineering and delve into 26 prompting principles that can significantly improve LLM performance.
305 
AWS Machine Learning Blog
JANUARY 31, 2025
However, there are benefits to building an FM-based classifier using an API service such as Amazon Bedrock, such as the speed to develop the system, the ability to switch between models, rapid experimentation for prompt engineering iterations, and the extensibility into other related classification tasks. Text from the email is parsed.
Unite.AI
JULY 5, 2024
This capability is changing how we approach AI development, particularly in scenarios where real-world data is scarce, expensive, or privacy-sensitive. In this comprehensive guide, we'll explore LLM-driven synthetic data generation, diving deep into its methods, applications, and best practices.
256 
FEBRUARY 7, 2025
While building my own LLM-based application, I found many prompt engineering guides, but few equivalent guides for determining the temperature setting. Of course, temperature is a simple numerical value while prompts can get mindblowingly complex, so it may feel trivial as a product decision.
147 
Towards AI
JUNE 9, 2024
Hands-On Prompt Engineering for LLMs Application Development Once such a system is built, how can you assess its performance? In this article, we will explore and share best practices for evaluating LLM outputs and provide insights into the experience of building these systems. Incremental Development of Test Sets1.2.
Towards AI
MAY 6, 2024
Setting Up Working Environment & Getting StartedChecking Harmful OutputChecking Instruction Following Most insights I share in Medium have previously been shared in my weekly newsletter, To Data & Beyond.
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 ?
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?
ODSC - Open Data Science
OCTOBER 3, 2023
Who hasn’t seen the news surrounding one of the latest jobs created by AI, that of prompt engineering ? If you’re unfamiliar, a prompt engineer is a specialist who can do everything from designing to fine-tuning prompts for AI models, thus making them more efficient and accurate in generating human-like text.
AI News
NOVEMBER 15, 2023
In March, the company released a ChatGPT plugin , which aims to ‘make ChatGPT smarter by giving it access to powerful computation, accurate math[s], curated knowledge, real-time data and visualisation’. It teaches the LLM to recognise the kinds of things that Wolfram|Alpha might know – our knowledge engine,” McLoone explains.
340 
Towards AI
FEBRUARY 13, 2024
If you want to be up-to-date with the frenetic world of AI while also feeling inspired to take action or, at the very least, to be well-prepared for the future ahead of us, this is for… Read the full blog for free on Medium.
Marktechpost
JULY 4, 2023
For the unaware, ChatGPT is a large language model (LLM) trained by OpenAI to respond to different questions and generate information on an extensive range of topics. What is prompt engineering? For developing any GPT-3 application, it is important to have a proper training prompt along with its design and content.
Towards AI
MARCH 11, 2024
Prompt Engineering for Instruction-Tuned LLM Large language models excel at translation and text transformation, effortlessly converting input from one language to another or aiding in spelling and grammar corrections. Last Updated on March 13, 2024 by Editorial Team Author(s): Youssef Hosni Originally published on Towards AI.
Towards AI
FEBRUARY 13, 2024
Leading this revolution is ChatGPT, a state-of-the-art large language model (LLM) developed by OpenAI. Understanding Prompt Engineering At the heart of effectively leveraging ChatGPT lies ‘prompt engineering’ — a crucial skill that involves crafting specific inputs or prompts to guide the AI in producing the desired outputs.
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.
77 
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.
Towards AI
FEBRUARY 20, 2024
In this article, we will explore the process of getting to prompts that work for your application through iterative development. If you want to be up-to-date with the frenetic world of AI while also feeling inspired to take action or, at the very least, to be well-prepared for the future ahead of us, this is for you.
ODSC - Open Data Science
MARCH 20, 2025
Explore the must-attend sessions and cutting-edge tracks designed to equip AI practitioners, data scientists, and engineers with the latest advancements in AI and machine learning. The ODSC East 2025 Schedule: 150+ AI & Data Science Sessions, Keynotes, &More ODSC East 2025 is THE AI & data science event of the year!
52 
Towards AI
SEPTEMBER 6, 2023
How to modify your text prompt to obtain the best from an LLM without training This member-only story is on us. Last Updated on September 7, 2023 by Editorial Team Author(s): Salvatore Raieli Originally published on Towards AI. Upgrade to access all of Medium.
ODSC - Open Data Science
APRIL 2, 2025
Whether an engineer is cleaning a dataset, building a recommendation engine, or troubleshooting LLM behavior, these cognitive skills form the bedrock of effective AI development. Engineers who can visualize data, explain outputs, and align their work with business objectives are consistently more valuable to theirteams.
ODSC - Open Data Science
DECEMBER 21, 2023
Your Guide to Starting With RAG for LLM-Powered Applications In this post, we take a closer look at how RAG has emerged as the ideal starting point when it comes to designing enterprise LLM-powered applications. RAG vs Finetuning — Which Is the Best Tool to Boost Your LLM Application? Grab your tickets for 70% off by Friday!
98 
Explosion
MAY 17, 2023
You can give an LLM a group of comments and ask it to summarize the texts or identify key themes. This generative output could be a complete game-changer, finally delivering the “insights” that data science projects have generally over-promised and under-delivered. Need the data in some format? Ask for it in the prompt.
135 
Towards AI
AUGUST 23, 2024
Below, I outline best practices for LLM development, aimed at helping data scientists and machine learning practitioners leverage this powerful technology for their needs. Interestingly, developing zero/few-shot applications follows a similar path: gathering a high-quality dataset and using it to find a fitting prompt.
98 
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.
AWS Machine Learning Blog
APRIL 24, 2024
To increase training samples for better learning, we also used another LLM to generate feedback scores. We present the reinforcement learning process and the benchmarking results to demonstrate the LLM performance improvement. They can also provide a better answer to the question or comment on why the LLM response is not satisfactory.
126 
ODSC - Open Data Science
JULY 31, 2023
With the explosion in user growth with AIs such as ChatGPT and Google’s Bard , prompt engineering is fast becoming better understood for its value. If you’re unfamiliar with the term, prompt engineering is a crucial technique for effectively utilizing text-based large language models (LLMs) like ChatGPT and Bard.
ODSC - Open Data Science
FEBRUARY 16, 2024
Recently, we posted an in-depth article about the skills needed to get a job in prompt engineering. Now, what do prompt engineering job descriptions actually want you to do? Here are some common prompt engineering use cases that employers are looking for.
ODSC - Open Data Science
MARCH 13, 2025
The Best Lightweight LLMs of 2025: Efficiency Meets Performance Together in this blog, were going to explore what makes an LLM lightweight, the top models in 2025, and how to choose the right one for yourneeds. Working with Synthetic Data? Looking back at almost 5000 conference sessions, how has the industrychanged?
52 
Towards AI
DECEMBER 28, 2023
GenAI I serve as the Principal Data Scientist at a prominent healthcare firm, where I lead a small team dedicated to addressing patient needs. Over the past 11 years in the field of data science, I’ve witnessed significant transformations. Expand your skillset by… courses.analyticsvidhya.com 2.
ODSC - Open Data Science
MARCH 5, 2025
In the ever-expanding world of data science, the landscape has changed dramatically over the past two decades. Once defined by statistical models and SQL queries, todays data practitioners must navigate a dynamic ecosystem that includes cloud computing, software engineering best practices, and the rise of generative AI.
52 
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.
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?
ODSC - Open Data Science
MARCH 13, 2025
Unlike their massive counterparts, lightweight LLMs offer a practical alternative for applications requiring lower computational overhead without sacrificing accuracy. Together in this blog, were going to explore what makes an LLM lightweight, the top models in 2025, and how to choose the right one for yourneeds.
52 
Towards AI
MAY 30, 2024
Building LLMs for Production: Enhancing LLM Abilities and Reliability with Prompting, Fine-Tuning, and RAG” is now available on Amazon! The application topics include prompting, RAG, agents, fine-tuning, and deployment — all essential topics in an AI Engineer’s toolkit.” The defacto manual for AI Engineering.
108 
ODSC - Open Data Science
AUGUST 24, 2023
Evolving Trends in Prompt Engineering for Large Language Models (LLMs) with Built-in Responsible AI Practices Editor’s note: Jayachandran Ramachandran and Rohit Sroch are speakers for ODSC APAC this August 22–23. Various prompting techniques, such as Zero/Few Shot, Chain-of-Thought (CoT)/Self-Consistency, ReAct, etc.
DECEMBER 6, 2023
The following are some of the experiments that were conducted by the team, along with the challenges identified and lessons learned: Pre-training – Q4 understood the complexity and challenges that come with pre-training an LLM using its own dataset. The context is finally used to augment the input prompt for a summarization step.
168 
ODSC - Open Data Science
SEPTEMBER 20, 2023
Using Graphs for Feature Engineering, Prompt Fine-Tuning for Generative AI, and Confident Data Science GraphReduce: Using Graphs for Feature Engineering Abstractions This tutorial demonstrates an example feature engineering process on an e-commerce schema and how GraphReduce deals with the complexity of feature engineering on the relational schema.
ODSC - Open Data Science
FEBRUARY 1, 2024
Datasets for Fine-Tuning Large Language Models, Prompt Engineering Use Cases, and How to Ace the Data Science Interview 10 Datasets for Fine-Tuning Large Language Models In this blog post, we will explore ten valuable datasets that can assist you in fine-tuning or training your LLM. It’s entirely up to you!
AWS Machine Learning Blog
MAY 13, 2024
In part 1 of this blog series, we discussed how a large language model (LLM) available on Amazon SageMaker JumpStart can be fine-tuned for the task of radiology report impression generation. When summarizing healthcare texts, pre-trained LLMs do not always achieve optimal performance. There are many prompt engineering techniques.
123 
ODSC - Open Data Science
AUGUST 21, 2023
Prompt Engineer As I mentioned earlier, AI isn’t just opening the door for data scientists who specialize in AI, well not totally. If you’re able to communicate well with LLMs and use your skills to create prompts that deliver desirable results, then Anthropic may want to hear from you. So the salary for this job?
ODSC - Open Data Science
AUGUST 24, 2023
That’s why enriching your analysis with trusted, fit-for-use, third-party data is key to ensuring long-term success. 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.
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