AI Knowledge Base

Recently, I was curious about similarweb's analysis of similar overseas products, and found that there are many overseas users, especially those who use English. Therefore, if you want to support multi-language for your users, there are only two options: dynamic translation in the front-end of the browser and back-end webpage translation. The back-end translation also has a fatal disadvantage...

AI fairness is the interdisciplinary field of ensuring that AI systems treat all individuals and groups in a fair and unbiased manner throughout their design, development, deployment, and operation lifecycle.

Abstract The reasoning performance of Large Language Models (LLMs) on a wide range of problems relies heavily on chained-thinking cues, which involves providing some chained-thinking demonstrations as examples in the cues. Recent research, e.g., thinking trees, has pointed to exploration and self-assessment of reasoning steps in complex problem solving ...

1. "Conduct an in-depth study of the impact of '{specific technologies}' on '{specific industries}' over the past decade. Use data, case studies, and expert opinion to support your findings." 2. "Research the impact of '{specific policies}' on '{specific demographic groups}' and write a comprehensive report...

Course Input prompts in the legal industry can be quite complex due to the need to: Parse long documents Handle complex topics Format output in a very specific way Follow a multi-step analysis process Let's look at how we can use complex input prompt templates to build input prompts for specific legal use cases. Show...

By Krish Maniar and William Fu-Hinthorn When writing cue words, we try to communicate our intentions to Large Language Models (LLMs) so that they can apply these instructions on complex data. However, clearly expressing all the fine details at once...

1. "Develop a comprehensive recruitment strategy guide for {industry} professionals that focuses on these key {tips} and {tools}." 2. "Write a compelling job advertisement for a {job title} position at {company name} that highlights these essential {qualification requirements} and {duties...

Can you develop an international marketing strategy to adapt my brand and message to different cultural and linguistic environments? How can I best localize my website, social media and advertising campaigns to resonate with my target audience in different countries? How can I utilize international marketing to expand my brand's reach and make a difference from new...

1. "Create a world where magic is considered a daily task. A novice named '[character name]' accidentally casts a forbidden spell. What are the consequences, and how can this character correct his mistake?" 2. "Write a story about '[character name]', a knight assigned to kill...

1. Analyze the [sprint name] sprint and identify the team's key accomplishments, challenges, and opportunities for improvement. Use this information to create a comprehensive retrospective report outlining [action items] to improve future sprints. 2. create a retrospective report for the [sprint name] sprint that highlights the team's success in achieving the sprint goal...

Have you ever been in a situation where you type a keyword into a search engine and what comes up is not what you want? Or, you want to search for something, but you don't know what words to use to express the most accurate? Don't worry, "query expansion" technology can help you solve these problems. Recently, the query expansion...

1. "Describe the process of building deep learning models for {specific tasks} using a {programming language or framework}." 2. "How do you use a {programming language or framework} to design and train a convolutional neural network (CNN) for an image recognition task?" 3. "Describe the process of using a {programming language or framework...

PRO SCENE COPYWRITING TIPS Achieve your fitness goals with [insert app name], an innovative fitness tracking app that adapts to your unique lifestyle. [insert app name] offers a personalized approach to help you: 1. Attention: use our easy-to-use...

Professional Scenario Copywriting Prompt Words [insert webinar title] is an upcoming webinar focusing on [brief description of the webinar topic] and targeting the [insert target audience]. As an AI language model, generate an engaging webinar...

1. "Explain the process of developing an automated cybersecurity risk assessment and management custom tool using a {programming language or framework}, covering data extraction, data cleansing, and data visualization techniques." 2. "Provide a custom tool for creating cybersecurity collaboration and feedback using a {programming language or framework}...

Grading guru 原文 Evaluate the following two texts based on the given criteria: Text 1: The sun was ...

Professional Scene Copywriting Prompts [Webinar Title] Join our insightful sustainable living webinar and learn how to make a positive impact on the planet! 🌍 [Introduction] A brief introduction to the webinar and the importance of sustainable living in today's world [Part 1] Title...

Recently found an open source project, it provides a good RAG ideas, it will DeepSeek-R1 reasoning ability combined with Agentic Workflow applied to RAG retrieval Project address https://github...

Introduction Self-Query RAG (SQRAG) is a state-of-the-art Retrieval Augmented Generation (RAG) approach that enhances the traditional RAG process by introducing metadata extraction in the ingestion phase and intelligent query parsing in the retrieval phase. https...

1. "Develop a comprehensive guide to UX design principles and best practices, focusing on these {key elements}, {tips}, and latest trends." 2. "Design a series of intuitive and user-friendly UX design concepts for {products/applications} that incorporate unique features, {user needs} and...

1. "Discuss the development of an interpretable and illustrative custom tool for machine learning models related to {topic} using {programming language or framework}, including support for feature importance analysis, decision trees, and model visualization." 2. "Describe the use of a {programming language or framework} to create a model for {topic}...

Transfer Learning (Transfer Learning) is an important branch in the field of machine learning, the core idea is to apply the knowledge learned from one task or domain to another related but different task or domain.

1. "Write an engaging opening to a biography of '{specific individual}' discussing their early life and the factors that shaped their '{career/personality/achievements}' such as '{factor 1}', '{factor 2}', and '{factor 3}'." 2. "Describe in detail '{specific individual...

1. "Create a dialog in which two experts debate '{specific topics}'. Highlight the differences in their opinions and the reasons behind those beliefs." 2. "Compose a dialog in which a teacher explains '{specific topic}' to students. Use clear, simple language to make concepts easy to understand." 3....

Amidst the ever-changing wave of translation technologies, ChatGPT (Chat Generative Pre-trained Transformer) has undoubtedly attracted global attention. As an advanced Large ...

1. generate a function that implements [the task to be accomplished] in [programming language] and explain how it works. 2. summarize the differences between [two programming languages or frameworks] and recommend which one to use for [a specific task or project]. 3. use [programming language or framework] to create an arithmetic...

Professional Scene Copywriting Prompts [insert product or service name] is a [brief description of a product or service] built for [insert target audience]. As an AI language model, please generate engaging social media ad copy that covers the following key elements: 1. Title: write a concise...

1. "Discuss the steps involved in navigating and implementing a project scope or process change in '{specific industry}', focusing on the elements '{element 1}', '{element 2}', and '{element 3}'." 2. "Describe a structured approach to handling project modifications in '{industry-specific}'...

Polyglot superpowers Original System: You are a highly skilled translator with expertise in many languag...

1. "Develop a persuasive and engaging landing page copy for {products/services} that focuses on these {unique selling points} and {target audiences}." 2. "Design a guide for creating high-converting landing pages that covers these key {elements}, {best practices} and {optimization tips...

1. "Discuss the steps involved in effective project budgeting and cost management in '{specific industry}', focusing on the elements '{element 1}', '{element 2}', and '{element 3}'." 2. "Describe the importance of a structured approach to controlling project expenditures in '{specific industries}' to...

1. "Write a persuasive essay arguing that '{specific policies}' should be implemented in your community. Use evidence, expert opinion, and personal insights to support your argument." 2. "Write an essay that persuades readers to take action on '{specific issue}'. Use compelling reasons and specific examples...

"I need a Facebook ad copy that showcases my [ideal customer profile]'s unique personal experience using my [product/service] and convinces them to share positive reviews with their fans." "I need a Facebook ad copy that shows user-generated content by...

1. "Write a compelling statement of need for a grant application that addresses '{specific problem}'. Articulate the magnitude of the problem and the impact of not addressing it on '{specific location/community/area}'." 2. "Write an executive for a grant application that seeks funding for '{specific project}'...

1. "Describe the process of using a {programming language or framework} to build a custom error reporting and analysis tool related to {topic}, including basic features, functionality, and user interface design." 2. "Explain how to use a {programming language or framework} to develop a tool for automating error data collection and sub...

AI Growth Hacking is an advanced methodology for driving growth through intelligent content creation and distribution in the age of artificial intelligence. It inherits the innovative spirit and data-driven philosophy of traditional growth hacking, while utilizing the power of AI technology to make content the core engine of growth. Definition Content-driven ...

Please generate [number] product descriptions that highlight the unique selling points of our [product/service] to increase sales. Can you write a product description that is specific to our [ideal customer profile], highlighting the features that interest them most? Please create a product description that is optimized for search engines and includes ph...

PROFESSIONAL SCENARIO COPYWRITING TIP WORDS [INSERT PRODUCT OR SERVICE NAME] is a [BRIEF DESCRIPTION OF PRODUCT OR SERVICE] designed for [INSERT TARGET AUDIENCE]. As an AI language model, please generate compelling product description copy that covers the following key components: 1. Product Title: create a description...

Introduction The Sentence Window-based Retrieval-Augmented Generation (RAG) method is a high-level implementation of the RAG framework that aims to enhance the context-awareness and coherence of AI-generated responses. The method ...

Professional Scenario Copywriting Prompt Words [insert company or client name] is a [brief description of a company or client] that has achieved significant success or improvement through the use of [insert product or service name]. As an AI language model, please generate an engaging case study covering the following key...

You are the leader of a team of English translators. You will arrange your team members to do the following translations to achieve the goal of "Xin Da Ya": First round of translation - Xin, the pursuit of direct translation, the translation of English into Chinese, trying to be accurate Second round of translation - Da, based on the first round of translation, taking into account the culture...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [INSERT ONLINE COURSE TITLE] is an online course that focuses on [BRIEF DESCRIPTION OF COURSE SUBJECT] and is geared toward [INSERT TARGET AUDIENCE]. As an AI language model, generate an engaging online course description that covers the following key elements: 1...

1. "Clarify the importance of 'task progress updates' in the status report for [specific type of project]. Discuss its impact on [specific outcome or effect], emphasizing the key elements of [Element 1], [Element 2], and [Element 3]." 2. "For an article exploring the [industry-specific] status report on 'Risk...

PROFESSIONAL SCENE COPYWRITING TIPS NOTE: Are you tired of being subjected to distractions and background noise when you need to focus? INTERESTING: Get to know [brand of noise-cancelling headphones], the ultimate solution for immersing yourself in your favorite sounds, eliminating distractions and providing you with the peaceful experience you deserve. Our cutting-edge technology...

IMPORTANT NOTE: If the original article has author and source information, summarize it by using the author's name and source information directly, rather than using "author" pronouns. For example: "Tim Ferriss shared on the podcast "The Tim Ferriss Show 203"...

Neural Architecture Search (NAS) represents a cutting-edge branch of artificial intelligence that focuses on automating the design of the structure of neural networks.

Introduction GraphRAG (Graph Structure Based Retrieval Enhanced Generation) is an advanced retrieval and generation method. It combines the advantages of graph data structures with the capabilities of Large Language Models (LLMs) to overcome some of the limitations of traditional RAG systems. https://githu...

**Objective:** Create an affiliate marketing strategy that leverages partnerships with other websites and influencers to drive traffic and revenue to my website. **Specific Questions:** 1. **Finding and Recruiting:** How can I find and recruit quality affiliates that align with my brand and target audience...

Explainable AI (XAI) is an overarching set of programs that encompasses concepts methods technologies and governance frameworks.

Lesson Continuing on the theme of Claude having no context other than the information you provide, it is sometimes important to have Claude play a specific role (with all the necessary context), which is called a role cue. The more detailed the character context, the better. Let Cl...

INTRODUCTION Intelligent body based approach to enhance retrieval augmented generation. Multi-Document Agentic RAG (Retrieval Augmented Generation) is an advanced ...

1. "Develop a comprehensive product design process guide for {product types} that considers the following {key stages} and {dos and don'ts}." 2... "Design a series of innovative {product type} concepts focusing on these {unique features}, {user needs}, and {market trends}." 3....

1. "Develop a comprehensive onboarding guide for new hires at {company name} that focuses on the following key areas: {key areas}." 2. "Design a step-by-step onboarding checklist for managers to ensure that new hires are smoothly integrated into {company name}'s {team name}." 3. "Create a guide to...

Original article: https://arxiv.org/abs/2409.09030 Abstract In recent years, Large Language Models (LLMs) have achieved remarkable success and have been widely used in a variety of downstream tasks, especially in tasks in the software engineering (SE) domain. I ...

PROFESSIONAL SCENARIO COPYWRITING CUE WORDS Welcome to [insert platform name], the premier online destination for mastering [insert target language]. With our state-of-the-art language learning system, you can: - [insert key feature 1] - [insert key feature 2] - [insert key feature 3] ...

1. "Develop a comprehensive guide to UI design principles and best practices, focusing on key elements, techniques, and the latest trends." 2. "Design a series of innovative and visually appealing UI design concepts for [product/application] that incorporate unique features, [user needs], and [user design preferences...

Introduction As the field of Artificial Intelligence (AI) continues to grow, cue engineering has become a promising career. Today, many people are striving to acquire the skills to interact effectively with Large Language Models (LLMs). Do you share the same desire? Are thinking about where to start and how to proceed? We propose ...

Federated Learning (FL) is an innovative machine learning approach first proposed by a Google research team in 2016 to address challenges in data privacy and distributed computing.

Overview This guide will walk you through creating a simple Retrieval Augmentation Generation (RAG) system using pure Python. We will use an embedding model and a large language model (LLM) to retrieve relevant documents and generate responses based on user queries. https...

"I am looking for a YouTube video idea that will go viral and showcase my [product/service] to my [ideal customer profile] in a creative and entertaining way." "I need a YouTube video idea that will go viral, but will also be effective through strong call-to-action phrases and compelling...

1. "Describe the process of building a custom test automation tool for {topic} using {programming language or framework}, including basic functionality, functional features, and user interface design." 2. "Create a [adjective] [tool/program] that uses [specific QA automation framework] and [specific programming language...

The Transformer architecture is a deep learning model designed for processing sequence-to-sequence tasks such as machine translation or text summarization. The core innovation is the complete reliance on self-attention mechanisms, eschewing traditional loops or convolutional structures. Allowing the model to process all elements of a sequence in parallel, large...

1. "Explain how to use {techniques/tools} to effectively summarize incident reports, including techniques for identifying key information, distinguishing relevant data, and synthesizing findings." 2. "Describe the process of using a {programming language or framework} to build custom tools for automated incident report summarization and analysis, covering data extraction...

PROFESSIONAL SCENARIO COPYWRITER'S TIPS Introducing [insert system name], a cutting-edge home security solution that protects your family and property 24/7. Experience unparalleled protection with [insert system name]: 1. NOTE: With our advanced [insert features such as motion detection...

One of the biggest breakthroughs in the field of AI this year should be in the field of programming, with AI programming tools like Cursor and v0 dev not only drastically lowering the threshold of programming for the average person, but also allowing professional programmers to dramatically increase their development efficiency. But the news we've been hearing is not...

Deep Learning (DL) is a branch of machine learning that centers on the use of multi-layer artificial neural networks to learn and represent complex patterns in data.

Xiao Han, CEO of Jina, has shared an impressive code snippet on GitHub for the core participle implementation used in the Jina tokenizer. The regular expression code snippet is just over 50 lines long, yet it's efficient...

Unsupervised Learning (ULS) is an important branch of machine learning that focuses on processing data sets that are not pre-labeled.

1. "Explain the process of setting up and configuring Visual Studio Code for {programming language}, including recommended extensions and configuration tips for optimizing the development environment." 2. "Explain how to create and... in Visual Studio Code for {programming language}.

Sentence Window-Based Retrieval RAG Approach Introduction The Sentence Window-Based Retrieval RAG (Retrieval-Augmented Generation) approach is a high-level implementation of the RAG framework designed to enhance the context in which AI generates replies...

PROFESSIONAL SCENE COPYWRITING CUE WORDS Introducing [INSERT NAME OF MEDITATION APPLICATION], the perfect companion for your spiritual journey. [insert name of meditation app] has a rich library of guided meditations to help you cope with [insert key issue such as stress, anxiety or sleep problems]. Our experienced meditation instructors will guide...

Optimize your prompt words, just like PromptPerfect, to unlock the potential of large language models for more accurate and relevant responses. Universal Prompts: Provides a powerful template to help you create accurate, effective prompts to guide the model to produce high-quality responses. ...

1. "Write a detailed exploration of the '[specific topic]', discussing its importance in the '[specific industry/field]'. Consider key aspects such as '[Factor 1]', '[Factor 2]', and '[Factor 3]' to build your thesis." 2. "Create an essay detailing...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [INSERT PRODUCT LINE NAME] is a range of eco-friendly cleaning products designed to deliver powerful cleaning results while minimizing the impact on the environment. As an AI language model, please generate persuasive copy to promote this product range, covering the following key elements...

"Can you provide a list of 10 high search volume, low competition keywords related to [industry/segment] that we can target in our SEO strategy? How can we optimize our website content and meta tags to improve search result rankings?" "What are some effective strategies that can be used to build backlinks and...

Gradient Descent is the core optimization algorithm for solving function minimization. The algorithm determines the direction of descent by calculating the gradient of the function (the vector consisting of the partial derivatives of each), and iteratively updating the parameters according to the rule θ = θ - η - ∇J(θ).

Long Short-Term Memory (LSTM) is a recurrent neural network variant specialized in processing sequence data. In the field of artificial intelligence, sequence data is widely used in tasks such as time series prediction, natural language processing and speech recognition.

Introduction The purpose of this document is to help readers quickly understand and grasp the core concepts and applications of Prompt Engineering through a series of prompt examples (in part). These examples are all derived from an academic paper on a systematic review of prompt engineering techniques ("The Prompt Report: A Sy...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [COMPANY OR APP NAME] is pleased to announce the launch of [NAME OF MOBILE APPLICATION OR DIGITAL SERVICE], a cutting-edge solution for the [TARGET AUDIENCE] designed for the [CORE FUNCTION OF THE APPLICATION OR SERVICE]. As an AI language model, please generate a compelling mobile app...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [Company Name] is proud to present [SaaS Product Name], a cutting-edge software solution designed for [Target Audience] and aimed at [Key Features or Benefits]. As an AI language model, please generate an engaging SaaS product promotional copy that encompasses...

1. "Write an insightful essay about how '{specific events}' have shaped your personal life or the society around you. Use detailed examples and personal anecdotes to support your points." 2. "Write an 'operating guide' on '{specific task}'. Use your expertise...

General Introduction Awesome-LLM-Strawberry is an open source repository focused on Large Language Models (LLM) and their reasoning techniques. The project was created by hijkzzz to collect and organize the information related to OpenAI and its Strawber...

Conditional Generative Adversarial Network (CGAN) is an important variant of Generative Adversarial Networks (GANs), proposed in 2014 by Mehdi Mirza et al. In contrast to traditional generative adversarial ...

1. "Write an engaging introduction to the article that discusses the impact of 'task sequencing' in CPM on '[specific outcomes or effects]'. Explore its relevance in the '[specific industry]' by considering factors such as '[Factor 1]', '[Factor 2]', and '[Factor 3]'." 2. ...

o3 is here to share some personal insights. Progress on Test-time Scaling Law has been much faster than we thought. But I'd say the path is actually a bit convoluted - it's OpenAI's path in pursuit of AGI, taking...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [insert app name] is an advanced fitness app designed to help users achieve their health and fitness goals through personalized workout plans, nutritional guidance, and progress tracking. As an AI language model, please generate an engaging copy to promote this app, covering the following...

PROFESSIONAL SCENARIO COPYWRITING PROMPT WORDS [project or company name] is launching a crowdfunding campaign on [crowdfunding platform] to raise funds for [brief description of project or goal]. As an AI language model, please generate a compelling crowdfunding campaign copy that covers the following key elements: 1. compelling mark...

Introduction The Automated Merge Retriever is a high-level implementation of the Enhanced Retrieval Generation (RAG) framework. It aims to enhance the context-awareness and coherence of AI-generated responses by merging potentially fragmented and smaller contexts into larger and more comprehensive ones. https://g...

1. "Develop an effective team meeting agenda for {team name} in {company name} that focuses on these key {discussion points} and {goals}." 2. "Design a guide for conducting efficient and productive team meetings in {industry}, highlighting these important {tips} and {most...

Designed for AI product teams and AI leaders, introduces how to evaluate LLM-based products. Provides an easy introduction to learning with no programming knowledge required. Course will begin on December 9, 2024. What you'll learn LLM evaluation of...

1. "Create a comprehensive career development plan for [job seekers] in [industry] that considers these [key components]." 2. "Design a step-by-step guide for creating an individual career development plan that focuses on these [essential components]." 3. "To pursue a position at [job title] in...

1. "Provide a succinct overview of the strengths and challenges of 'continuous feedback' in Agile methodologies, especially in '{industry-specific}' and its impact on '{specific outcomes or effects}'. Highlight the role of '{important factors}'." 2. "Give examples of the 'flexible prioritization' aspect of the Agile methodology...

Reinforcement learning is an important branch of machine learning that centers on allowing intelligences to autonomously learn how to make optimal decisions to maximize long-term cumulative rewards through continuous interaction with the environment.

Lesson This lesson needs to be executed in a code environment and focuses on practicing how to construct the correct message interface format, which can be skipped. The Claude for Sheets extension provides several functions that you can use to call Claude. one of these functions...

"I'm looking for an Instagram story idea that shows my [ideal customer portrait] the unique features and benefits of my [product/service] in an innovative and engaging way." "I'm looking for an Instagram story idea to provide my [ideal customer portrait] with information about...

ColBERT (Contextualized Post-Cultural Interaction based on BERT) is different from the traditional dense embedding model. Here is a brief description of how ColBERT works: Token level embedding: Unlike directly creating individual vectors for an entire document or query, ColBER...

INTRODUCTION BM25 Retrieval Augmented Generation (BM25 RAG) is an advanced technique that combines the BM25 (Best Matching 25) algorithm for information retrieval with a large language model for text generation. By using a validated probabilistic retrieval model, this method...

1. "Provide an overview of user testing studies, explaining their purpose, methodology, and role in {product type}-centered user design." 2. "Discuss the benefits of conducting user testing studies for {product type} projects, highlighting how they can guide design decisions, knowledge...