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A
Startup Terms Beginning With 'A'

AI Alignment

AI alignment refers to the field of research concerned with ensuring that AI systems behave per human intentions & values

Artificial General Intelligence

Artificial General Intelligence are hypothetical machines with human-like learning and thinking abilities to perform any intellectual task.

Artificial Intelligence

AI is the simulation of human intelligence in machines to perform tasks that require human cognitive abilities.

Artificial Neural Networks

ANNs mimic the human brain, processing data through interconnected neurons for adaptive learning in machine learning.

Artificial Superintelligence

ASI is a theoretical concept imagining AI surpassing human intellect, awaiting realisation with AGI as a precursor.

Autoregressive Model

An autoregressive model predicts future sequence values based on its past values using statistical techniques.

B
Startup Terms Beginning With 'B'

Bayesian Networks

Bayesian networks are graphical models that help understand and reason about complex systems with uncertainty using directed graphs.

Big Data

Big data refers to extremely large and diverse collections of data. They are so massive that data management systems can’t handle them.

C
Startup Terms Beginning With 'C'

Chatbot

Chatbot is a computer programme that simulates conversation with humans, commonly used to provide customer service or answer FAQs.

Composite AI

Composite AI is an approach to AI that combines multiple AI techniques and technologies to create a more comprehensive and capable system.

Conditional Generation

Conditional generation in AI and ML is the process of creating outputs based on specific conditions or constraints once inputs are given.

Conversational AI

Conversational AI is a branch of AI that allows machines to simulate conversation with humans.

Convolutional Neural Network

CNN is a deep learning algorithm tailored for analysing visual data such as images and videos.

D
Startup Terms Beginning With 'D'

Deep Belief Network

DBN is an advanced neural network adept at extracting complex patterns from large datasets in unsupervised learning.

E
Startup Terms Beginning With 'E'

Emotion AI

Emotion AI is a developing field of AI that deals with machines’ ability to recognise and understand human emotions

Encoder-Decoder Architecture

An encoder-decoder architecture in machine learning efficiently translates one sequence data form to another.

Ethical AI

Ethical AI involves creating and deploying AI systems while prioritising ethical principles in their development and use.

Explainable AI

Explainable AI (XAI) is a field of AI that focusses on developing techniques to make AI models more understandable to humans.

F
Startup Terms Beginning With 'F'

Fuzzy Logic

Fuzzy logic is a thinking process that goes beyond traditional “true or false” logic in processing information.

G
Startup Terms Beginning With 'G'

GenAI

Generative AI (GenAI) is subfield of Artificial Intelligence for creating content based on a given prompt for text, image, audio or video.

Generative Adversarial Network

Generative Adversarial Network is an ML model that uses two competing neural networks to generate indistinguishable data.

Generative Model

A generative model is an AI model that learns data patterns to generate new data similar to its training data.

GPT

The generative pre-trained transformer is an LLM that is used in generative artificial intelligence (GenAI).

H
Startup Terms Beginning With 'H'

Hierarchical Models

In machine learning, a hierarchical model is an approach that organises data and learning processes into layered structures.

Hybrid AI

Hybrid AI is essentially a teamwork approach between two different AI techniques – machine learning and symbolic AI.

L
Startup Terms Beginning With 'L'

Large Language Models

LLMs is an advanced language model capable of near-human language understanding and generation in AI applications.

Latent Space

A latent space is a kind of hidden space, often with many dimensions, that captures the important features of a set of data.

M
Startup Terms Beginning With 'M'

Machine learning

ML is a subset of artificial intelligence (AI) that allows computers to learn without being explicitly programmed.

Markov Chain Monte Carlo (MCMC)

Markov Chain Monte Carlo (MCMC) is used in statistics & various scientific fields to sample from complex probability distributions.

N
Startup Terms Beginning With 'N'

Natural Language Generation

Natural Language Generation, an AI process, enables computers to generate human-like text in response to data or information inputs.

Natural Language Understanding

Natural language understanding is an AI branch for computers to grasp human language and blend CS, linguistics, and psychology.

Neural Scene Representation

A Neural Radiance Field is a recent advancement in deep learning that reconstructs a 3D scene from a collection of 2D images

O
Startup Terms Beginning With 'O'

Overfitting

Overfitting is a common problem in machine learning that occurs when a model becomes too aligned with the training data.

P
Startup Terms Beginning With 'P'

Predictive Analysis

Predictive analytics is a powerful tool that uses data to forecast future outcomes and trends.

Probabilistic Model

A probabilistic model predicts future events by considering uncertainty and expressing possibilities through probabilities.

Probability Density Function

A probability density function (PDF) describes the likelihood of different outcomes for a continuous random variable.

Q
Startup Terms Beginning With 'Q'

Quantum Generative Model

A quantum generative model, an ML algorithm, uses the principles of quantum mechanics to generate complex data distributions.

R
Startup Terms Beginning With 'R'

Recurrent Neural Network

RNNs are artificial neural networks designed to handle sequential data like text, speech or financial records.

Reinforcement Learning

Reinforcement learning, a subfield of ML, enables intelligent agents to learn optimal behaviour by rewarding and punishing.

Responsible AI

Responsible AI is a comprehensive approach to AI that considers the ethical, social and legal implications throughout the entire AI lifecycle

S
Startup Terms Beginning With 'S'

Semi-Supervised Learning

Semi-supervised learning combines the strengths of labelled data and unlabelled data to create effective learning models.

Supervised Learning

Supervised learning in ML trains algorithms with labelled data, where each data point has predefined outputs, guiding the learning process.

T
Startup Terms Beginning With 'T'

Technological Singularity

A technological singularity is a hypothetical event where AI surpasses human intelligence, resulting in profound consequences for humanity.

Training Data

Training data is a collection of examples that the model learns from to identify patterns and make predictions.

Transformer Based Models

A type of neural network architecture that has revolutionised natural language processing in recent years.

U
Startup Terms Beginning With 'U'

Underfitting

Underfitting refers to a scenario in ML where a model fails to capture the underlying patterns within the data effectively.

Unsupervised Learning

In ML, unsupervised learning algorithms analyse and discover hidden patterns or structures within unlabelled data.

V
Startup Terms Beginning With 'V'

Variational Autoencoders

VAEs are an artificial neural network architecture to generate new data which consist of an encoder and decoder.

Z
Startup Terms Beginning With 'Z'

Zero Data Retention

Zero data retention is deleting data once its primary purpose has been fulfilled, without intentionally storing it for future use.

Zero-Shot Learning

Zero-shot learning is an ML approach that uses pre-trained models to classify test data from classes not present during training.

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