AI glossary, plain English.

Every AI term you keep seeing, explained without the jargon. Click any term for the full definition.

Tools and Products

Access Anthropic Product

Access Anthropic refers to the ways individuals and businesses can use or integrate AI models developed by Anthropic, such as Claude.

AIME stands for Artificial Intelligence in Medical Epidemiology, a technology that uses AI to analyze and predict disease patterns.

AlphaFold is an AI system developed by Google's DeepMind that predicts the 3D structure of proteins from their amino acid sequence. This prediction is crucial for understanding how proteins work and for drug discovery.

AutoGen is a framework that helps you orchestrate multiple AI agents to work together on tasks, letting them chat and collaborate to solve problems.

ChatGPT Product

ChatGPT is a popular artificial intelligence chatbot developed by OpenAI. It can understand and generate human-like text, answering questions, writing stories, and engaging in conversations.

CodeAgent Concept

A CodeAgent is an AI system designed to help developers write, debug, and improve code. It acts like an intelligent assistant, understanding code, finding errors, and suggesting solutions.

CRM stands for Customer Relationship Management. It's a system businesses use to manage interactions with their current and potential customers.

CSP stands for Constraint Satisfaction Problem, a type of problem in artificial intelligence where you need to find values for variables that satisfy a set of conditions or constraints.

Cursor is an AI-native code editor designed to help developers write, debug, and understand code more efficiently by integrating large language models directly into the development workflow.

Descript Product

Descript is an all-in-one audio and video editing tool that uses AI to make editing as simple as editing a text document.

Devin is the world's first AI software engineer, designed to autonomously plan and execute complex engineering tasks.

GGUF is a file format designed to store large language models in a way that's efficient for running them on your own computer, even without a super powerful graphics card.

GitHub is a popular web-based platform that helps developers store, manage, and collaborate on software projects using Git, a version control system.

GitHub Copilot Product

GitHub Copilot is an AI-powered coding assistant that helps developers write code faster by suggesting lines or even entire functions as they type.

Google BigQuery Product

BigQuery is Google's super-fast, fully-managed data warehouse that lets you store and analyze massive datasets using standard SQL queries.

Google Cloud Product

Google Cloud is a suite of cloud computing services offered by Google. It provides a wide range of tools and infrastructure for businesses and developers to build, run, and scale applications and services.

HARPA AI Product

HARPA AI is a browser extension that brings artificial intelligence capabilities directly into your web browser, allowing for automation, content generation, and smart web interaction.

HyperWrite Product

HyperWrite is an AI-powered writing assistant that helps users generate, rewrite, and improve various types of text content.

Integrated Development Environment Concept

An Integrated Development Environment, or IDE, is a software application that provides a complete set of tools to help programmers write, test, and debug their code efficiently.

JavaScript Tech

JavaScript is a popular programming language that brings interactive features to websites, making them dynamic and engaging.

JetBrains Company

JetBrains is a software development company famous for creating powerful integrated development environments (IDEs) and developer tools that help programmers write code more efficiently.

LangChain is a popular open-source framework that helps developers build applications powered by large language models, making it easier to connect them to other data sources and tools.

LangGraph Product

LangGraph is a Python library that helps you build complex, multi-step AI applications by letting you define workflows as graphs, where each step is a node and arrows show the flow of information.

LangSmith Product

LangSmith is a platform by LangChain that helps developers debug, test, evaluate, and monitor large language model (LLM) applications.

MindStudio Product

MindStudio is an integrated development environment (IDE) created by Huawei. It's designed to help developers build, optimize, and deploy artificial intelligence (AI) applications specifically for Huawei's Ascend series AI processors.

Notion is a versatile workspace application that combines notes, tasks, wikis, and databases into one customizable platform, helping individuals and teams organize information and manage projects.

NVIDIA ACE and Agents Product

NVIDIA ACE is a collection of technologies for creating lifelike digital characters and avatars in games and applications. It helps developers integrate advanced AI, like language models and speech tools, to make these characters more interactive and realistic.

NVIDIA ACE and AI Agents Product

NVIDIA ACE is a collection of technologies and frameworks that helps developers build lifelike, interactive AI characters and agents, especially for gaming and virtual worlds.

NVIDIA DGX Systems Product

NVIDIA DGX Systems are powerful, pre-built computing platforms designed specifically for artificial intelligence and machine learning workloads, from training large models to running complex simulations.

NVIDIA NeMo Product

NVIDIA NeMo is a toolkit for developers to build, train, and deploy large language models and other generative AI models efficiently.

OpenRouter Product

OpenRouter is a service that helps developers access and switch between many different large language models, often at lower costs, through a single API.

Postman Product

Postman is a popular tool that helps developers test, build, and document application programming interfaces (APIs). Think of it as a workbench for interacting with all the invisible connections between different software systems.

PyCharm Product

PyCharm is a popular software development environment specifically designed to help programmers write, test, and debug code in the Python language.

Ray is an open-source framework that helps you scale your Python code across multiple computers, making it easier to run complex AI and machine learning tasks faster.

RunDiffusion Product

RunDiffusion is a cloud-based platform that makes it easy to use popular AI image generation tools like Stable Diffusion without needing powerful computer hardware yourself. It provides a temporary virtual computer in the cloud ready to go with these tools pre-installed.

SQL, or Structured Query Language, is a special programming language used to manage and retrieve data stored in relational databases. Think of it as the language you use to ask a database questions and get answers back.

SVG stands for Scalable Vector Graphics. It is a file format for creating two-dimensional graphics that can be scaled up or down without losing quality.

TikTok is a popular short-form video sharing app where users can create and watch a wide variety of short video content, often accompanied by music or sound effects.

TypeScript Tech

TypeScript is a programming language that builds on JavaScript by adding optional static type definitions, helping developers catch errors early and write more reliable code.

vector database Tech

A vector database is a special type of database designed to store, manage, and quickly search through information represented as 'vectors' or numerical lists. It's especially useful for finding similar items based on their meaning, not just keywords.

Vertex AI Product

Vertex AI is Google Cloud's integrated platform that provides tools and services for developers and data scientists to build, deploy, and manage machine learning models throughout their entire lifecycle.

Voiceflow Product

Voiceflow is a visual design and prototyping tool that helps teams build conversational AI experiences, like chatbots and voice assistants, without needing to write code.

WEBP is an image format developed by Google that aims to make web images smaller and load faster without losing quality.

WhatsApp Product

WhatsApp is a popular free messaging app that lets you send texts, make calls, and share media with people all over the world, using your phone's internet connection.

YAML is a human-friendly data serialization language often used for configuration files and data exchange between programming languages. It's designed to be easy for people to read and write.

Zapier is an online automation tool that connects different web applications, letting them work together without needing any code.

Zendesk Company

Zendesk is a software company that provides cloud-based customer service and support tools, helping businesses manage interactions with their customers.

Companies

Adobe is a major software company known for its creative and marketing software, including Photoshop, Illustrator, and Acrobat. They've been increasingly integrating artificial intelligence into their products to enhance creative workflows.

Alibaba Group Company

Alibaba Group is a massive Chinese multinational technology company known for its e-commerce platforms like Taobao and Tmall, and its significant ventures into cloud computing, logistics, and artificial intelligence.

Amazon is a global technology company known for its e-commerce platform, cloud computing services (AWS), and a wide range of AI-powered products and services.

AMD stands for Advanced Micro Devices. It's a major American technology company that designs computer processors, graphics cards, and chipsets.

Anthropic Company

Anthropic is an AI safety and research company known for developing large language models like the Claude family, with a focus on creating beneficial and safe AI systems.

Amazon Web Services, or AWS, is a massive cloud computing platform from Amazon, offering a wide range of internet-based services like computing power, storage, and databases.

Baidu is a major Chinese multinational technology company known for its search engine and significant investments in artificial intelligence, including autonomous driving and large language models.

DeepMind Company

DeepMind is an artificial intelligence research laboratory and company, now part of Google, known for its work in reinforcement learning and artificial general intelligence.

DeepMotion Company

DeepMotion is a company that uses AI to convert videos of people into 3D animations, making it easier to create characters that move realistically in digital worlds.

DeepSeek Company

DeepSeek is a relatively new AI company known for developing large language models and coding models, often making them open source for wider use and innovation.

ElevenLabs Company

ElevenLabs is an AI company specializing in highly realistic speech synthesis and voice cloning technology, allowing users to generate spoken audio from text in various voices and languages.

GitLab is a company that provides a comprehensive platform for the entire software development lifecycle, from planning and coding to security and deployment.

Google is a major technology company, widely recognized for its search engine, Android operating system, and a range of internet-related services and products, including those in artificial intelligence.

HeyGen is an AI company that develops tools for creating professional-looking videos with AI-generated avatars and voices, making video production more accessible.

HubSpot Company

HubSpot is a company that creates and sells software products for marketing, sales, and customer service, aiming to help businesses grow.

IBM, or International Business Machines, is a long-standing American technology and consulting company that has played a significant role in the history of computing and continues to be active in artificial intelligence research and development.

Intel is a pioneering American technology company best known for designing and manufacturing microprocessors, the 'brains' of many computers and devices.

LatchBio Company

LatchBio is a biotechnology software company that creates cloud-based platforms to help scientists manage and analyze large amounts of biological data.

Meta Platforms is a global technology conglomerate best known for its social media platforms like Facebook, Instagram, and WhatsApp, and its significant investments in artificial intelligence and the metaverse.

Microsoft Company

Microsoft is one of the largest and most influential technology companies in the world, known for its software, hardware, and cloud computing services.

Microsoft AI Company

Microsoft AI refers to the artificial intelligence initiatives and products developed and offered by Microsoft, a leading technology company.

Microsoft GitHub Company

GitHub is a web-based platform for software development and version control using Git. It helps developers store, manage, and collaborate on their code projects.

Mistral AI Company

Mistral AI is a French company that develops large language models. They are known for creating powerful yet efficient AI models that are often open source or available for various deployment options.

MIT, or the Massachusetts Institute of Technology, is a world-renowned university famous for its research and education in science, engineering, and technology. It has been a major contributor to advancements in artificial intelligence.

Mozilla Company

Mozilla is a global non-profit organization best known for creating the Firefox web browser, dedicated to promoting an open internet and user privacy.

MTP AI is a company that develops and implements customized artificial intelligence solutions for businesses, often specializing in computer vision and industrial automation to improve efficiency.

NVIDIA is an American technology company founded in 1993, best known for designing graphics processing units (GPUs) which are essential for modern AI.

NVIDIA Innovations Company

NVIDIA is a leading technology company that designs graphics processing units (GPUs), which are crucial for AI, and develops platforms for various computing tasks, from gaming to data centers.

OpenAI is a leading artificial intelligence research company known for creating popular AI models like GPT (Generative Pre-trained Transformer) and DALL-E.

Salesforce Company

Salesforce is a leading cloud-based software company best known for its customer relationship management (CRM) platform, helping businesses manage customer interactions and data.

SpaceX is an American aerospace manufacturer and space transportation services company founded by Elon Musk, known for developing reusable rockets and satellite internet.

Together AI Company

Together AI is a cloud platform that helps developers build, train, and run large AI models efficiently and cost-effectively.

Concepts

An agent is an AI system that can perceive its environment, make decisions, and take actions to achieve specific goals, often by breaking down complex tasks into smaller steps.

Artificial General Intelligence, or AGI, refers to hypothetical AI that can understand, learn, and apply intelligence to any intellectual task a human being can.

BI stands for Business Intelligence, which is all about using data to make smarter business decisions.

context window Concept

The context window refers to the amount of information an AI model can 'see' and process at any given time when generating a response. It's like the AI's short-term memory.

Copilot Concept

A "copilot" is an AI assistant designed to work alongside a human, helping with tasks like writing, coding, or data analysis by offering suggestions and automating parts of the work.

CRO stands for Conversion Rate Optimization. It's about improving a website or app so more visitors take a desired action, like making a purchase or signing up for a newsletter.

CV stands for Computer Vision, a field of Artificial Intelligence that teaches computers to 'see' and understand images and videos.

CX stands for Customer Experience, which is all about how a customer perceives their interactions with a company.

deep learning Concept

Deep learning is a type of machine learning that uses multi-layered artificial neural networks to learn from data, often without direct human instruction.

DevOps is a set of practices that combines software development (Dev) with IT operations (Ops) to shorten the systems development life cycle and provide continuous delivery.

embeddings Concept

Embeddings are numerical representations of words, phrases, or other data, capturing their meaning and relationships in a way computers can understand.

Explainable AI Concept

Explainable AI, or XAI, is all about making AI systems understandable to humans, so we can see how they make decisions.

MiniMax Technique

MiniMax is a decision-making rule used in game theory and artificial intelligence to minimize the possible loss for a worst-case scenario. It helps an AI choose the best move in two-player games by assuming the opponent plays optimally.

Moonshot AI Concept

Moonshot AI refers to highly ambitious, often speculative artificial intelligence projects that aim to solve previously intractable problems or achieve breakthroughs with massive societal impact. They often involve significant risk and long development timelines.

multimodal Concept

Multimodal describes AI systems that can understand and process information from different types of data, like text, images, and sound, all at once.

MVP stands for Minimum Viable Product. It's a strategy for launching a new product or feature with just enough functionality to satisfy early users and get feedback for future improvements.

Natural Language Processing Concept

Natural Language Processing, or NLP, is an area of AI that focuses on enabling computers to understand, interpret, and generate human language.

open source Concept

Open source refers to software or projects where the original source code is made freely available and can be modified and distributed by anyone.

OpenAI's Capabilities Concept

This term refers to the range of abilities and features that artificial intelligence models and products from the company OpenAI possess.

Personally Identifiable Information Acronym

PII stands for Personally Identifiable Information, which is any data that can be used to identify a specific individual. Protecting PII is crucial in the age of digital information.

Reasoner Concept

A reasoner is a system that can draw conclusions or infer new facts from existing knowledge and a set of rules. It helps AI systems understand and make sense of information.

SEO stands for Search Engine Optimization. It's the process of improving your website so it ranks higher in search engine results, making it easier for people to find you online.

Specialized AI Concept

Specialized AI refers to artificial intelligence systems designed and trained to excel at a very specific task or set of tasks, rather than trying to do everything.

SWE stands for Software Engineer, a professional who designs, develops, and maintains software systems.

UMAP, short for Uniform Manifold Approximation and Projection, is a mathematical technique that takes very complex, high-dimensional data and simplifies it, making it easier to visualize and understand by squishing it down into fewer dimensions, often two or three.

Virtual Teammates Concept

Virtual teammates are AI systems designed to work alongside human teams, taking on tasks and collaborating like human colleagues.

Vision-Language Concept

Vision-Language, often abbreviated as VL, refers to the field of AI that focuses on building systems capable of understanding and processing both visual information (like images and videos) and textual information (like natural language). It's about teaching AI to see and to talk about what it sees.

World (in AI) Concept

In AI, especially in reinforcement learning, the "world" refers to the environment or setting where an AI agent exists, observes information, and performs actions, influencing its learning and behavior.

Foundations

AI stands for Artificial Intelligence. It's about designing computer systems that can do tasks that usually need human smarts, like understanding language or making decisions.

ANOVA Technique

ANOVA stands for Analysis of Variance. It's a statistical technique used to compare the average values (means) of three or more groups to see if they are significantly different from each other.

CPU stands for Central Processing Unit. It's the primary component of a computer that performs most processing functions, often called the 'brain' of the computer.

Entity-Relationship Model (ER Model) Concept

The Entity-Relationship Model, or ER Model, is a way to visually represent the structure of a database, showing how different pieces of information, called entities, relate to each other.

Feature Concept

In AI, a feature is an individual, measurable property or characteristic of a phenomenon being observed, used by a machine learning model to learn.

GPU stands for Graphics Processing Unit. It's a specialized electronic circuit designed to rapidly manipulate and alter memory to accelerate the creation of images in a frame buffer for output to a display device.

machine learning Concept

Machine learning is a field of artificial intelligence that lets computers learn from data without being explicitly programmed for every task.

Mean Squared Error Acronym

Mean Squared Error, or MSE, is a common way to measure the average squared difference between predicted values and actual values in a statistical model.

Minimax Algorithm Technique

The Minimax algorithm is a decision-making rule used in artificial intelligence, especially for two-player games, that helps an AI pick the best move by assuming the opponent will play optimally to minimize the AI's gains.

neural network Concept

A neural network is a type of computer program inspired by the structure and function of the human brain, designed to recognize patterns and make decisions.

Open Source Software (OSS) Concept

Open Source Software, or OSS, is software whose source code is made publicly available for anyone to use, modify, and distribute freely.

parameter Concept

In AI, a parameter is a setting within a model that it learns and adjusts during training. These settings determine how the model processes information and makes predictions.

PCA stands for Principal Component Analysis. It's a fundamental statistical technique used to simplify complex datasets by reducing the number of variables.

Perplexity Concept

Perplexity is a way to measure how well a language model predicts a sequence of words. A lower perplexity score means the model is better at predicting the next word, which indicates it "understands" the text more accurately.

Reinforcement Learning Concept

Reinforcement Learning (RL) is a type of machine learning where an AI learns to make decisions by trying things out and getting rewards or penalties.

Singular Value Decomposition Acronym

SVD, or Singular Value Decomposition, is a powerful mathematical technique for breaking down a matrix into three simpler matrices. It helps us understand and simplify complex data.

SSL, or Secure Sockets Layer, is a foundational technology that creates an encrypted link between a web server and a web browser, ensuring that all data passed between them remains private.

Tokens are small pieces of text or code that large language models (LLMs) use to understand, process, and generate language, like the building blocks of words.

Transactions Per Second (TPS) Concept

TPS, or Transactions Per Second, is a performance metric that measures how many operations or requests a computer system, such as a database or an API, can process and complete within one second. It's a key indicator of a system's capacity and throughput.

People

Alexandr Wang Person

Alexandr Wang is an American entrepreneur and the CEO of Scale AI, a company that provides data labeling services crucial for training artificial intelligence models.

Elon Musk Person

Elon Musk is an entrepreneur known for founding and leading several influential technology companies, including SpaceX, Tesla, and Neuralink. He has played a key role in popularizing electric vehicles, space exploration, and artificial intelligence.

Papers and Research

Anthropic Benchmarks Benchmark

Anthropic Benchmarks refer to the set of tests and evaluation methods developed by the AI safety company Anthropic to assess the capabilities and safety of their AI models.

GPQA is a very challenging benchmark designed to test the limits of advanced AI models in complex, multi-step reasoning across various scientific domains.

OmniDocBench Benchmark

OmniDocBench is a benchmark designed to evaluate how well large language models (LLMs) can understand and process very long and complex documents, especially those found in real-world scenarios.

Architecture

attention Concept

Attention is a powerful mechanism in AI, especially in models like Transformers, that helps the model focus on the most important parts of its input.

CNN stands for Convolutional Neural Network, a type of neural network especially good at processing images and other grid-like data.

GANs are a type of artificial intelligence framework where two neural networks, a 'generator' and a 'discriminator', compete against each other to create new, realistic data.

Graph Neural Network Technique

Graph Neural Networks (GNNs) are a type of neural network designed to work directly with data structured as graphs, like social networks or molecular structures.

GRU stands for Gated Recurrent Unit. It's a type of artificial neural network designed to process sequences of data, like words in a sentence or measurements over time.

Long Short-Term Memory Acronym

Long Short-Term Memory, or LSTM, is a special kind of recurrent neural network designed to remember information for longer periods than standard networks.

NAS stands for Neural Architecture Search, a technique used to automatically design neural networks, rather than having a human do it manually. It aims to find the best network structure for a given task.

An NPU, or Neural Processing Unit, is a specialized computer chip designed to speed up tasks related to artificial intelligence and machine learning.

Recurrent Neural Network Acronym

A Recurrent Neural Network, or RNN, is a type of neural network that's really good at processing sequences of data, like text or time series, because it has an internal memory.

A TPU, or Tensor Processing Unit, is a specialized computer chip developed by Google specifically designed to accelerate artificial intelligence workloads, particularly the training and inference of neural networks.

transformer Concept

A neural network architecture, or blueprint, especially good at understanding sequences of data like text or speech. It processes all parts of a sequence at once, rather than one piece at a time.

Variational Autoencoder Technique

A Variational Autoencoder (VAE) is a type of neural network that learns to create new data, like images or text, by first compressing existing data into a structured 'code' and then using that code to generate similar, yet novel, outputs.

VLM stands for Vision-Language Model, which is a type of AI that can understand and connect information from both images and text.

Behavior

Autonomy Concept

Autonomy in AI means a system can make its own decisions and act independently to achieve a goal, without constant human intervention.

chain of thought Technique

Chain of Thought is a technique that helps large language models solve complex problems by showing them how to break down a problem into intermediate steps, just like humans do.

hallucination Concept

In AI, a 'hallucination' is when a model confidently generates information that is incorrect, nonsensical, or made up, but presents it as factual.

inference Concept

In AI, inference is the process where a trained model uses what it has learned to make predictions or generate outputs based on new, unseen data.

LIME is a technique that helps us understand why a complex AI model made a particular decision, especially for individual predictions.

MMLU stands for Massive Multitask Language Understanding. It's a popular benchmark used to evaluate how well large language models understand and answer questions across a wide range of academic and professional subjects.

Next Token Concept

Next Token refers to the fundamental step where a large language model predicts the most probable next piece of text, like a word or part of a word, in a sequence. This is how LLMs generate all of their output, building responses one piece at a time.

ReAct Technique

ReAct is a prompting technique that helps large language models (LLMs) reason and act more effectively by combining thought and action steps.

reasoning model Concept

A reasoning model in AI is a system designed to simulate human-like thought processes, allowing AI to draw conclusions and make decisions based on information.

Safeguards Anthropic Concept

Safeguards Anthropic refers to the safety and ethical measures developed and implemented by Anthropic, an AI research company, to ensure its AI models, especially its Claude family of models, behave responsibly and avoid harmful outputs.

SHAP is a method that helps you understand why a machine learning model made a specific prediction by showing how much each input feature contributed to that outcome.

temperature Concept

Temperature is a setting in AI models that controls how predictable or creative their responses are. A higher temperature means more randomness and variety, while a lower temperature makes responses more focused and consistent.

Models

BERT stands for Bidirectional Encoder Representations from Transformers. It's a groundbreaking AI model developed by Google that revolutionized how computers understand human language by processing words in relation to all other words in a sentence.

Claude is a family of large language models developed by Anthropic, designed to be helpful, harmless, and honest. They are known for their strong performance in various conversational and reasoning tasks.

Claude Sonnet Model

Claude Sonnet is one of the mid-tier models in Anthropic's Claude 3 family of large language models, known for balancing strong performance with efficient cost.

CLIP is an AI model developed by OpenAI that can understand both images and text at the same time. It learns by connecting images with their descriptive captions from the internet, making it good at tasks that involve both vision and language.

DBRX is a large language model created by Databricks, designed to be highly customizable and efficient for various tasks. It's known for its 'mixture-of-experts' architecture, which helps it achieve strong performance.

diffusion model Tech

A diffusion model is a type of generative artificial intelligence that learns to create new data, such as images, audio, or video, by gradually refining random noise into a clear output.

Gemini is a family of powerful artificial intelligence models developed by Google AI, designed to understand and work with different types of information like text, images, audio, and video.

GigaChat Product

GigaChat is a large language model (LLM) developed by Sber, Russia's largest bank. It's designed for a wide range of tasks, including generating text, answering questions, and summarizing information, with a focus on the Russian language.

GPT stands for Generative Pre-trained Transformer. It's a type of large language model (LLM) developed by OpenAI, designed to understand and generate human-like text.

Grok is an AI large language model developed by xAI, Elon Musk's AI company, designed to answer questions with humor and access real-time information through X (formerly Twitter).

Llama is a family of powerful open-source large language models developed by Meta. These models are designed to be run on various hardware, making advanced AI more accessible to developers and researchers.

LLM stands for Large Language Model. These are powerful computer programs, often called AI, designed to understand, generate, and respond to human language.

Nemotron is a family of large language models developed by Nvidia, designed to help developers build and customize their own AI applications.

Qwen2 is a family of large language models developed by Alibaba Cloud, known for their strong performance and open-source availability in various sizes.

Small Language Model Concept

A Small Language Model (SLM) is a type of language model with fewer parameters and less training data compared to its larger cousins, like GPT-4 or Claude Opus.

StarCoder2 Model

StarCoder2 is a family of open-source large language models specifically designed to understand and generate computer code. It can help developers with tasks like writing new code, fixing bugs, and explaining existing code.

Training and Tuning

CutMix Technique

CutMix is a data augmentation technique used to train image classification models more effectively by mixing parts of different images together.

fine-tuning Technique

Fine-tuning is a technique where you take an existing, pre-trained AI model and further train it on a smaller, more specific dataset to make it better at a particular task.

Hierarchical Reinforcement Learning (HRL) Acronym

HRL is a technique in AI where an intelligent agent learns to solve complex problems by breaking them down into smaller, more manageable sub-problems, much like how a human tackles a big project by setting intermediate goals.

Multi-Task Learning Technique

Multi-Task Learning is a way to train a single AI model to perform several related tasks at once, helping it learn more efficiently and perform better on all of them.

PEFT (Parameter-Efficient Fine-Tuning) Acronym

PEFT, or Parameter-Efficient Fine-Tuning, is a collection of techniques that allow you to adapt large AI models to new tasks with much less computational power and storage than traditional fine-tuning.

RLHF is a training technique that uses human preferences to fine-tune large language models, making them more helpful, honest, and harmless.

Stochastic Gradient Descent Technique

SGD is a popular optimization algorithm used to train machine learning models, especially neural networks. It helps models learn by making small, iterative adjustments to their internal settings based on training data.

training Concept

Training is the process where an AI model learns from data to identify patterns and make predictions or decisions.

Techniques

FunSearch Technique

FunSearch is a computer program that uses large language models (LLMs) to help discover new mathematical functions and algorithms.

prompt engineering Technique

Prompt engineering is the art and science of crafting the best possible instructions or questions (prompts) to get the most helpful and accurate responses from an AI model.

Applications

Model Context Protocol. An open standard from Anthropic for connecting AI assistants to external tools and data.

Interfaces

A prompt is the input you give to an AI, like a question or instruction, to tell it what you want it to do.

REST stands for REpresentational State Transfer. It's a widely used architectural style for building web services that allow different computer systems to communicate over the internet.

UI stands for User Interface, which is everything a person interacts with when using a digital product like an app or website. It includes visuals like buttons and text, and how you get around the application.

User Experience Concept

User Experience, or UX, is all about how a person feels when interacting with a system, product, or service. It covers everything from ease of use to overall satisfaction.

Technique

RAG stands for Retrieval Augmented Generation, a technique that helps large language models (LLMs) access and use up-to-date or specific information outside of their original training data.

Want these to come to you daily?

Daily Deck delivers seven plain-English AI cards every morning. Free.

Start free