AI Kɔbigiriguŋ Gbansigili

Gbansimi artificial intelligence kɔbigiriguŋ yɛltɔɣa ni ti zaɣ'gbani din be zaɣa zaɣa. Ka di yi machine learning zaŋ chaŋ neural networks, ti gbansira AI yɛltɔɣa din gbɛri ka di leei yɛltɔɣa din me.

Alignment (Alignment)

Alignment
Dali' shɛli bɛ zani ka di niŋ ti AI system daa-daŋsi, di yihiri, mini di nyɛvuli niŋ yim ni ninsalinima daa-daŋsi mini bɛ yɛltɔɣa. Yɛli ŋɔ maa mali anfaani tiŋa ni system din nyɛ zaɣa kpeeni din tooi yihiri nyɛvuli din ka bɛ daa-daŋsi.
Misali: Di niŋ ka chatbot din sɔŋda ni yɛm saɣi yɛltɔɣa bi ti kundirigu din be ni biɛɣuni hali di yi niŋ wulaa.

Application Programming Interface (API) (Application Programming Interface (API))

Application Programming Interface (API)
Atiitaɣa mini tariga din bɛ zali ka di chɛ ka software system din pa yim ni yim tooi tɔɣsi ka bɛ lebi data.
Misali: Di tɔɣbu ni OpenAI API ka a ti suhili ka a nya zaɣ'gbani din yi zuɣu-zugu model ni a web app puuni.

Artificial General Intelligence (AGI) (Artificial General Intelligence (AGI))

Artificial General Intelligence (AGI)
AI zaɣ' shɛli din be yɛltɔɣa ni din tooi tum yɛm tuma kam ninsala ni tooi tum. Di gbaara karimbu zaɣa kam ni.
Misali: AGI system tooi karim wia yɛlikara, niŋ surgery, ka gari philosophy jɛma ka bɛ bi zali ya tuma kam yɛligu.

Artificial Intelligence (AI) (Artificial Intelligence (AI))

Artificial Intelligence (AI)
Ninsala yɛm maɣisibu mashiini ni din bɛ zali ka di tɛhiri, niŋdi yɛm, ka tumdi tuma di mammaŋa.
Misali: AI n-nyɛ din sɔŋda sɔŋdiba kamani Siri mini mɔɣili din tumdi di mammaŋa kamani Tesla Autopilot.

AI Ethics (AI Ethics)

AI Ethics
Yɛm shɛli din tɔɣda AI yɛlikara mini di tɔɣbu yɛltɔɣa, di gbaai ni yɛlimaŋli, suɣulo, zaɣ'kpeeni, mini ni bɛ di paɣi so.
Misali: Di zali zaɣ'gbani ka di taɣi ka bɛ di gbaai nira tuma ni bɛ paɣa/doo mini bɛ tiŋ' yɛltɔɣa zuɣu.

Augmented Intelligence (Augmented Intelligence)

Augmented Intelligence
Laɣimbu model shɛli AI ni sɔŋda ka di kpaŋsiri ninsala yɛm ka di pa di lebgibu.
Misali: AI-sɔŋsim radiology tumtuma din wuhiri yɛltɔɣa din pa yɛlimaŋli n-ti dɔktiba, ka bɛnimaa niŋ salima zaɣa din gari.

Autonomous Agent (Autonomous Agent)

Autonomous Agent
AI system din tooi niŋ di mammaŋa salima zaɣa ka tum tuma ka di paai di daa-daŋsi ka ninsala bi kpɛ.
Misali: Mɔɣili robot din chana di mammaŋa ka di chani tiŋgbani ni ka di gbugi yɛltɔɣa din be di soli ni.

Backpropagation (Backpropagation)

Backpropagation
Dali' shɛli bɛ karinda neural networks ni ka bɛ lebgiri weights ka di yi yihiri zaŋ chaŋ kpɛhiri, ka di balgiri taali ni.
Misali: Bɛ tɔɣra ni nuɣu baŋsim karimbu ni ka di balgi taali ni bɛ ni baŋdi nuhi din bɛ nubi ni.

Bias (Algorithmic Bias) (Bias (Algorithmic Bias))

Bias (Algorithmic Bias)
Paɣibu din ka daa-daŋsi AI yihiri ni domin karimbu data din ka yim ni yim bee din pa zaɣa kpeeni.
Misali: Nimbihi baŋsim system din baŋdi ninsalinima din nyɛ zibsi taali domin bɛ ka karimbu data ni.

Big Data (Big Data)

Big Data
Data din galsi tiŋa din bɔri tumtuma yɛliga ka bɛ tooi gubi, gɔsi, ka nya anfaani, ka bɛ daa tɔɣra ni ka bɛ karindi AI models.
Misali: Di tɔɣbu ni tɔɣba miliyɔŋ laɣimbu ka bɛ karindi kundirigu engines n-ti e-commerce platforms.

Black Box Model (Black Box Model)

Black Box Model
AI bee machine learning model zaɣ' shɛli di puuni yɛm ni ninsalinima bi tooi bɔhimi, ka di niŋ ka di gbɛri ka bɛ bɔhimi bɛ ni niŋdi salima zaɣa wulaa.
Misali: Deep neural network din bɛ tɔɣra ka bɛ gbaai ligiri ka di bi wuhiri daliri din zuɣu bɛ ni gbaai so ka bɛ chɛ so.

Cognitive Computing (Cognitive Computing)

Cognitive Computing
AI systems din bɛ zali ka di maɣisi ninsala tɛhiri, kamani yɛm niŋbu mini karimbu, ka di tɔɣri NLP mini pattern baŋsim.
Misali: Cognitive computing system din sɔŋda lɔɣɔriba ni bɛ gɔsi case law ka bɛ baŋ yɛli ni yina wulaa.

Computer Vision (Computer Vision)

Computer Vision
Artificial intelligence zaɣ' shɛli din chɛ ka kɔmputa tooi bɔhimi ka di tum nuɣu data kamani nuɣu mini video.
Misali: Nimbihi baŋsim systems din baŋdi nira suɣulo nuɣu ni ka di tɔɣri computer vision.

Corpus (Corpus)

Corpus
Sabbu din bɛ nubi bee tɔɣsi laɣimbu din galsi ka bɛ tɔɣra ni ka bɛ karindi zuɣu-zugu models.
Misali: Common Crawl dataset n-nyɛ web corpus din be polo ka bɛ tɔɣra ni ka bɛ karindi zuɣu-zugu models din galsi kamani GPT.

Data Drift (Data Drift)

Data Drift
Yɛli shɛli kpɛhiri data ni lebgiri saha kam, ka di niŋ ka model tuma tumsim balgiri.
Misali: Predictive maintenance model n-ti industrial equipment lebgiri din ka yɛlimaŋli saha shɛli bɛ ni kpɛhiri sensor technology din be kura.

Data Labelling (Data Labelling)

Data Labelling
Dali' shɛli bɛ niŋdi data ni alama bee labels ka di sɔŋ n-ti supervised learning.
Misali: Di niŋ alama n-ti tumour nuɣu tuhi din nyɛ biɛɣuni bee din ka biɛɣuni ka bɛ karindi cancer baŋsim model.

Data Mining (Data Mining)

Data Mining
Dali' shɛli bɛ nya anfaani patterns, laɣimbu, mini yɛltɔɣa din pa yɛlimaŋli data din galsi ni.
Misali: Daadiba tɔɣra data mining ka bɛ nya ka nira din daa nappies daa daa beer la.

Deep Learning (Deep Learning)

Deep Learning
Machine learning zaɣ' shɛli din tɔɣri neural networks din mali layers pam ka di model complex patterns data ni.
Misali: Bɛ tɔɣra deep learning zuɣu-zugu models ni kamani GPT-4 mini nuɣu yɛlikara models kamani Stable Diffusion.

Diffusion Models (Diffusion Models)

Diffusion Models
Generative models zaɣ' shɛli din karimda data yɛlikara ka di lebgiri random noise ka di leei yihiri din mali zaɣa.
Misali: Stable Diffusion yɛlira nuɣu din nyɛ yɛlimaŋli ka di yi sabbu ni ka di tɔɣri diffusion techniques.

Embedding (Embedding)

Embedding
Data wuhiri din be nɔmba ni, ka bɛ daa tɔɣra ni ka bɛ gbaai yɛltɔɣa, nuɣu, bee sentences anfaani.
Misali: NLP ni, yɛltɔɣa 'bank' tooi mali embeddings din maɣisi 'ligiri' amaa ka di paɣi 'ko' yɛltɔɣa zuɣu.

Epoch (Epoch)

Epoch
Karimbu data zaa gɔsimbu yim machine learning model karimbu saha.
Misali: Di yi niŋ ka data mali misali 1,000 ka model nya di zaa yim karimbu saha, dina n-nyɛ epoch yim.

Ethical AI (Ethical AI)

Ethical AI
Zaligu mini tɔɣbu philosophy din niŋdi ka AI technologies tumdi tuma polo, ni yɛlimaŋli, ka di niŋ yim ni tiŋgbani yɛltɔɣa.
Misali: AI tuma gbaabu tumtuma din gbaai bias gɔsimbu ka di taɣi paɣibu n-ti nira din ka pam.

Expert System (Expert System)

Expert System
AI system din maɣisiri ninsala yɛmnima salima zaɣa niŋbu zaɣ' shɛli ni ka di tɔɣri atiitaɣa mini logic.
Misali: Expert system din bɛ tɔɣra purigu ni ka di ti kundirigu n-ti bindira yɛltɔɣa tiŋa data mini kɔɣi laɣabari zuɣu.

Explainable AI (XAI) (Explainable AI (XAI))

Explainable AI (XAI)
AI systems din bɛ zali ka di puuni tuma mini salima zaɣa niŋbu leei yɛli din ninsalinima tooi bɔhimi, ka di kpaŋsiri suh'ima mini zaɣ'kpeeni.
Misali: Dɔkita AI din pa kundirigu ko, amaa ka di gbansiri wulaa din niŋ ka di paai salima zaɣa maa.

Few-shot Learning (Few-shot Learning)

Few-shot Learning
Machine learning dali' shɛli bɛ karinda bee bɛ fine-tune model ni misali din mali alama din ka pam ko.
Misali: Di zali LLM ka di nubi lɔɣɔriba emails ka bɛ wuhi ya misali 10 ko.

Fine-tuning (Fine-tuning)

Fine-tuning
Dali' shɛli bɛ gbaara model din bɛ karim gbaŋ, ka bɛ lahi karim li data din be kura, din ka pam ni ka di zali li n-ti tuma yɛligu.
Misali: Di fine-tune LLM din be zaɣa zaɣa kamani GPT lɔɣɔriba sabbu ni ka di yɛli lɔɣɔriba sɔŋda.

Foundation Model (Foundation Model)

Foundation Model
Model din galsi ka bɛ karim li data din paɣi paɣi ni ka bɛ tooi lebgiri li n-ti tuma pam.
Misali: GPT-4 mini PaLM 2 n-nyɛ foundation models din tooi balgi, zaŋmi suhiri, lebgiri zuɣu-zugu, mini yɛltɔɣa pam.

Fuzzy Logic (Fuzzy Logic)

Fuzzy Logic
Logic zaɣ' shɛli din tɔɣda yɛltɔɣa din be yɛm ni ka di pa yɛlimaŋli/ʒiri (binary) logic, ka di mali anfaani n-ti yɛm niŋbu saha shɛli yɛli ni ka polo.
Misali: Bɛ tɔɣra ni climate control systems ni ka di lebgiri temperature fuzzy kpɛhiri zuɣu kamani 'di wuri biɛla' bee 'di nyɛɣisiri tiŋa'.

Generative Adversarial Network (GAN) (Generative Adversarial Network (GAN))

Generative Adversarial Network (GAN)
Generative model architecture shɛli networks ayi — generator mini discriminator — ni zɔri ka bɛ kpaŋsiri yihiri tuma tumsim.
Misali: Bɛ tɔɣra GANs ka bɛ yɛli deepfake videos bee ka bɛ yɛli yɛligu nuɣu din nyɛ yɛlimaŋli ka di yi sketches ni.

Generative AI (Generative AI)

Generative AI
Artificial intelligence zaɣ' shɛli din tooi yɛli yɛltɔɣa din be kura — kamani sabbu, nuɣu, wia, bee video — ka di yi karimbu data ni.
Misali: ChatGPT yɛlira blog posts bee Midjourney yɛlira digital artwork ka di yi sabbu ni.

Generative Pre-trained Transformer (GPT) (Generative Pre-trained Transformer (GPT))

Generative Pre-trained Transformer (GPT)
Zuɣu-zugu models din galsi zaɣ' shɛli OpenAI ni yɛli ka di tɔɣri transformer architecture ka bɛ karim li sabbu data din galsi tiŋa ni ka di tum zuɣu-zugu tuma din paɣi paɣi.
Misali: GPT-4 tooi nubi essays, lebgiri zuɣu-zugu, ka balgiri sabbu ni suhili din ka pam.

Genetic Algorithm (Genetic Algorithm)

Genetic Algorithm
Optimisation technique din yi nyɛvuli ni ka solutions lebgiri saha kam ni mutation, crossover, mini selection.
Misali: Bɛ tɔɣra ni ka bɛ zali neural network architectures din tumdi tuma kpeeni ka bɛ maɣisiri survival of the fittest.

Hallucination (Hallucination)

Hallucination
Yɛltɔɣa din wumdi kamani yɛlimaŋli amaa ka di nyɛ ʒiri bee din ka anfaani yɛlikara AI model ni.
Misali: Zuɣu-zugu model yɛliri citation din ka be bee di tiri laɣabari din nyɛ ʒiri.

Heuristic (Heuristic)

Heuristic
Dali' shɛli bɛ gbaara zuɣu ka bɛ maandi yɛltɔɣa din bi wuhiri solution din be zaɣa zaɣa amaa ka di sɔŋ n-ti daa-daŋsi din be saha maa.
Misali: Di tɔɣbu ni rule of thumb ka bɛ baŋ saha shɛli bɛ ni zaŋ yɛli chaŋ logistics AI system ni.

Hyperparameter (Hyperparameter)

Hyperparameter
Configuration value din bɛ zali pɔi ka bɛ karim machine learning model, kamani learning rate bee number of layers.
Misali: Di lebgiri batch size ka di yi 32 zaŋ chaŋ 128 ka di kpaŋsi karimbu yomyoma mini model tuma tumsim.

Inference (Inference)

Inference
Dali' shɛli bɛ tɔɣri machine learning model din bɛ karim ka di baŋ yɛli ni yina wulaa bee ka di yɛli yihiri ka di yi data din be kura ni.
Misali: Di tɔɣbu ni GPT model din bɛ fine-tune ka di nubi emails n-ti customer support team.

Intent Detection (Intent Detection)

Intent Detection
Tuma shɛli natural language understanding ni system ni baŋdi tɔɣda daa-daŋsi bee yɛli din zuɣu di ni tɔɣsi.
Misali: Chatbot ni, di baŋsim 'M-bɔri ni n-da flight' kamani chaŋbu daa-daŋsi.

Internet of Things (IoT) (Internet of Things (IoT))

Internet of Things (IoT)
Physical devices din laɣim ka bɛ mali sensors, software, mini technologies yaha ka bɛ laɣim ka bɛ lebi data.
Misali: Smart thermostats mini fridges din tiri laɣabari n-zaŋ chaŋ di tɔɣbu ka di lebgiri settings ka di tɔɣri AI analytics.

Interpretability (Interpretability)

Interpretability
Saha shɛli ninsala ni tooi bɔhimi machine learning model puuni tuma mini di salima zaɣa niŋbu dali.
Misali: Decision tree n-nyɛ din bɔhimi paai deep neural network domin di salima zaɣa niŋbu be polo.

Jupyter Notebook (Jupyter Notebook)

Jupyter Notebook
Open-source interactive computing environment din chɛ ka tɔɣba nubi code, wuhiri yihiri, ka di nubi analysis yim.
Misali: Data scientists tɔɣra Jupyter Notebooks ka bɛ prototype machine learning models ka bɛ wuhiri yihiri.

K-Nearest Neighbours (KNN) (K-Nearest Neighbours (KNN))

K-Nearest Neighbours (KNN)
Machine learning algorithm din me, din ka parametric ka bɛ tɔɣra ni n-ti classification mini regression. Di niŋdi salima zaɣa karimbu misali din be yɛŋ zuɣu.
Misali: Ka bɛ classify tibli din be kura kamani apple bee pear, KNN gɔsira tibli shɛli din mali alama din be yɛŋ ni di dama mini di kala.

Knowledge Graph (Knowledge Graph)

Knowledge Graph
Data structure din tɔɣri nodes mini edges ka di wuhiri ka di gubi entities din laɣim mini bɛ laɣimbu.
Misali: Google knowledge panel sɔŋda knowledge graph din laɣindi entities kamani nira, zaɣa, mini yɛltɔɣa.

Language Learning Model Optimisation (LLMO) (Language Learning Model Optimisation (LLMO))

Language Learning Model Optimisation (LLMO)
Techniques din bɛ tɔɣra ka bɛ kpaŋsiri tuma tumsim, efficiency, bee adaptability n-ti zuɣu-zugu models din galsi n-ti tuma yɛliga.
Misali: Di tɔɣbu ni quantisation mini instruction tuning ka bɛ optimise LLM n-ti enterprise tɔɣbu.

Large Language Model (LLM) (Large Language Model (LLM))

Large Language Model (LLM)
Deep learning model zaɣ' shɛli bɛ karim sabbu data din galsi tiŋa ni ka di tooi yɛli, bɔhimi, ka di niŋ yɛm ni ninsala zuɣu-zugu.
Misali: ChatGPT mini Claude n-nyɛ LLMs din bɛ karim ka di sɔŋ ni nubibu, coding, mini suhiri zaŋmibu.

Latent Space (Latent Space)

Latent Space
High-dimensional abstract wuhiri shɛli kpɛhiri din maɣisi laɣimda, ka bɛ tɔɣra ni generative models mini embeddings ni.
Misali: Nuɣu yɛlikara ni, di lebgiri latent space tooi lebgiri yɛltɔɣa kamani neesim bee suh'ima.

Learning Rate (Learning Rate)

Learning Rate
Hyperparameter din mali anfaani karimbu ni din control wulaa bɛ ni lebgiri model weights ni loss gradient zuɣu.
Misali: Learning rate din galsi tooi niŋ ka di gari minima, ka din ka pam balgiri karimbu.

Machine Learning (ML) (Machine Learning (ML))

Machine Learning (ML)
AI zaɣ' shɛli din chɛ ka systems karimda ka di yi data ni ka di kpaŋsiri tuma tumsim ka bɛ bi zali ya polo.
Misali: Spam filters tɔɣra machine learning ka di classify emails kamani spam bee di pa spam ka di yi misali din gari ni.

Model Drift (Model Drift)

Model Drift
Yɛli shɛli model yɛlimaŋli ni balgiri saha kam domin lebgibu data bee environment ni.
Misali: Fraud baŋsim model lebgiri din ka yɛlimaŋli saha shɛli fraud tactics ni lebgiri.

Model Training (Model Training)

Model Training
Dali' shɛli bɛ tiri data n-ti machine learning model ka bɛ lebgiri di parameters ka di balgi taali.
Misali: Di karim recommendation engine customer daabu laɣabari ni ka di ti kundirigu n-ti yɛltɔɣa din be kura.

Multimodal AI (Multimodal AI)

Multimodal AI
AI systems din tooi tum ka di laɣim data zaɣa din paɣi paɣi kamani sabbu, nuɣu, kpeɣu, mini video.
Misali: Model kamani GPT-4 Vision din tooi karim sabbu ka di bɔhimi nuɣu saha yim.

Natural Language Processing (NLP) (Natural Language Processing (NLP))

Natural Language Processing (NLP)
AI zaɣ' shɛli din tɔɣda kɔmputa mini ninsala (natural) zuɣu-zugu laɣimbu. Di chɛ ka mashiini tooi karim, bɔhimi, ka zaŋmi ninsala zuɣu-zugu ni.
Misali: Bɛ tɔɣra NLP kpeɣu sɔŋdiba, zuɣu-zugu lebgibu apps, mini chatbots ni.

Neural Network (Neural Network)

Neural Network
Machine learning model din yi ninsala naɣa structure ni, ka di mali layers din laɣim nodes (neurons).
Misali: Neural networks n-nyɛ din be deep learning models nyaaŋa ka bɛ tɔɣra ni nuɣu mini kpeɣu baŋsim ni.

Noise (Noise)

Noise
Random bee laɣabari din ka anfaani data ni din tooi suɣi anfaani patterns ka di biɛɣisi model tuma tumsim.
Misali: Sensor taali bee data din mali typo pam tooi leei noise.

Ontology (Ontology)

Ontology
Structured framework din categorise ka di gbansiri laɣimbu yɛltɔɣa ni zaɣ' shɛli ni, ka bɛ daa tɔɣra ni semantic AI systems ni.
Misali: Ontology healthcare ni tooi gbansiri wulaa symptoms ni laɣimda ni biŋkɔbri mini di saɣibu.

Overfitting (Overfitting)

Overfitting
Modelling taali shɛli machine learning model ni gbaara noise karimbu data ni ka di tumdi biɛɣuni data din be kura ni.
Misali: Model din gbaara karimbu zaŋmibu amaa ka di bi tooi tum data din ka di nya gbaŋ n-nyɛ overfitted.

Predictive Analytics (Predictive Analytics)

Predictive Analytics
Di tɔɣbu ni data, algorithms, mini AI ka bɛ baŋ yɛli ni yina wulaa ka di yi laɣabari din gari ni.
Misali: Daadiba tɔɣra predictive analytics ka bɛ baŋ yɛltɔɣa shɛŋa bɔribu.

Pre-training (Pre-training)

Pre-training
Dali' shɛli bɛ pilira ka bɛ karim model data din galsi, din be zaɣa zaɣa ni pɔi ka bɛ fine-tune li n-ti tuma yɛliga.
Misali: Bɛ pre-train GPT models corpora din galsi ni pɔi ka bɛ zali ya n-ti customer service chatbots.

Prompt Engineering (Prompt Engineering)

Prompt Engineering
Art mini science n-ti di yɛlikara ni prompts din sɔŋ ka di chɛ ka zuɣu-zugu models din galsi yihiri leei zaɣa kpeeni.
Misali: Di laɣim system instructions kamani 'Zaŋmi kamani karimda din mali suɣulo' n-nyɛ misali n-ti prompt engineering.

Quantisation (Quantisation)

Quantisation
Model compression technique din balgiri bits din bɛ tɔɣra ka bɛ wuhiri weights mini activations, ka di kpaŋsiri efficiency.
Misali: Di quantise model ka di yi 32-bit zaŋ chaŋ 8-bit kpaŋsiri tuma tumsim mobile devices ni.

Quantum Computing (Quantum Computing)

Quantum Computing
Computing paradigm din be kura ka di yi quantum mechanics ni, din mali yaa ka di tum tuma din paai yɛm.
Misali: Quantum computing tooi niŋ ka AI karimbu leei yomyoma ka di gari classical limits dabli yim.

Reasoning Engine (Reasoning Engine)

Reasoning Engine
System shɛli AI ni din yihiri logical conclusions ka di yi facts bee data ni ka di tɔɣri atiitaɣa bee inference algorithms.
Misali: AI diagnosis tumtuma tɔɣra reasoning engine ka di baŋ biŋkɔbri din tooi niŋ ka di yi symptoms ni.

Reinforcement Learning (RL) (Reinforcement Learning (RL))

Reinforcement Learning (RL)
Machine learning zaɣ' shɛli agents ni karimda ka bɛ laɣimda ni bɛ environment ka bɛ kpaŋsi rewards.
Misali: Robot din karimda chaŋbu ni taali mini yɛlimaŋli ka di tɔɣri RL techniques.

Reinforcement Learning with Human Feedback (RLHF) (Reinforcement Learning with Human Feedback (RLHF))

Reinforcement Learning with Human Feedback (RLHF)
Karimbu dali' shɛli ninsala bɔribu ni chɛ ka AI reward signal leei zaɣa kpeeni, ka bɛ daa tɔɣra ni fine-tuning zuɣu-zugu models ni.
Misali: Bɛ karim ChatGPT ni RLHF ka di yɛli zaŋmibu din sɔŋda ka di be suɣulo.

Retrieval-Augmented Generation (RAG) (Retrieval-Augmented Generation (RAG))

Retrieval-Augmented Generation (RAG)
Dali' shɛli din laɣimda laɣabari nyabu ni generation, shɛli LLM ni nya sabbu din sɔŋ ka di kpaŋsi di zaŋmibu.
Misali: AI sɔŋda nya ka di tɔɣ yɛligu specs saha shɛli di ni yɛliri zaŋmibu n-ti technical suhili.

Self-Supervised Learning (Self-Supervised Learning)

Self-Supervised Learning
Karimbu dali' shɛli model ni karimda patterns ka di yɛliri di mammaŋa labels ka di yi raw data ni, ka di balgiri ninsala-annotated data bɔribu.
Misali: Bɛ karimda BERT ni self-supervised learning ka di baŋdi yɛltɔɣa din ka sabbu ni.

Semantic Search (Semantic Search)

Semantic Search
Bɔhigu technique din bɔhimi tɔɣda daa-daŋsi mini contextual anfaani, ka di pa keyword maɣisibu ko.
Misali: Di bɔhigu 'wulaa bɛ ni maandi tap din yihiri kom' yihiri zaɣ'gbani hali di yi niŋ ka yɛltɔɣa 'leaking tap' ka sabbu ni.

Sentiment Analysis (Sentiment Analysis)

Sentiment Analysis
Dali' shɛli bɛ baŋdi suh'ima, tɛhiri, bee nyɛvuli sabbu ni, ka bɛ daa classify kamani suh'kaɣa, suh'biɛɣu, bee neutral.
Misali: Di gɔsim tweets ka bɛ baŋ nira tɛhiri n-zaŋ chaŋ yɛligu din be kura.

Stochastic (Stochastic)

Stochastic
Di gbaai randomness bee probabilistic nyɛvuli, ka bɛ daa tɔɣra ni generative AI mini optimisation algorithms ni.
Misali: GPT-4 yihiri lebgiri kpɛhiri yim zuɣu domin di stochastic decoding dali.

Strong AI (Strong AI)

Strong AI
Bɛ lahi mi li kamani Artificial General Intelligence (AGI), di tɔɣda mashiini din mali ninsala-level cognitive capabilities zaɣa kam ni.
Misali: AI din na zuo tooi nubi novels di mammaŋa, plan tiŋsi, ka maandi ethical dilemmas yim.

Super Artificial Intelligence (SAI) (Super Artificial Intelligence (SAI))

Super Artificial Intelligence (SAI)
Theoretical AI din paai ninsala yɛm tiŋa zaɣa kam ni—yɛm niŋbu, yɛlikara, suh'ima yɛm, etc.
Misali: SAI tooi yɛli sciences mini philosophies din be kura di mammaŋa.

Supervised Learning (Supervised Learning)

Supervised Learning
Machine learning technique shɛli bɛ karinda models data din mali alama ni ka di karim kpɛhiri-yihiri mappings.
Misali: Di karim model ka di classify emails kamani spam bee di pa spam ka di tɔɣri misali din gari.

Synthetic Data (Synthetic Data)

Synthetic Data
Data din bɛ yɛli ka di maɣisi yɛlimaŋli data, ka bɛ daa tɔɣra ni n-ti karimbu saha shɛli yɛlimaŋli data ni ka pam bee di be suɣulo.
Misali: Di yɛlikara ni synthetic medical nuɣu ka bɛ karindi diagnostic models ka bɛ bi biɛɣisi patient suɣulo.

Token (Token)

Token
Sabbu unit shɛli LLMs ni tumda—daa nyɛla yɛltɔɣa bee yɛltɔɣa pirigili.
Misali: Sentence 'Hello world!' pirigira ka di leei tokens 3: 'Hello', 'world', mini '!'.

Tokenisation (Tokenisation)

Tokenisation
Dali' shɛli bɛ pirigiri sabbu ka di leei tokens ka model tum li.
Misali: NLP ni, 'ChatGPT sɔŋda' lebgiri ['Chat', 'G', 'PT', 'sɔŋda'].

Transfer Learning (Transfer Learning)

Transfer Learning
Di tɔɣbu ni yɛm din yi tuma yim ni ka di kpaŋsi karimbu tuma din laɣim ni, ka di balgiri karimbu saha mini data bɔribu.
Misali: Di fine-tune model din bɛ karim English sabbu ni ka di tum sentiment analysis zuɣu-zugu yaha ni.

Transformer (Transformer)

Transformer
Neural network architecture din tɔɣri attention mechanisms ka di model sequential data, ka bɛ tɔɣra ni pam LLMs ni.
Misali: BERT, GPT, mini T5 zaa n-nyÉ› transformer-based models.

Underfitting (Underfitting)

Underfitting
Saha shɛli model ni me tiŋa ka di bi tooi gbaai patterns karimbu data ni, ka di yihiri tuma tumsim din ka biɛɣuni.
Misali: Linear model din bɔri ni di baŋ complex nuɣu classifications tooi underfit.

Unsupervised Learning (Unsupervised Learning)

Unsupervised Learning
Karimbu dali' shɛli models ni baŋdi patterns bee clusters data din ka alama ni.
Misali: Di laɣim customers bɛ daabu nyɛvuli zuɣu ka bɛ ka labels din bɛ zali gbaŋ.

User Intent (User Intent)

User Intent
Daa-daŋsi bee yɛli din zuɣu tɔɣda ni suhiri bee laɣimbu.
Misali: Tɔɣda din nubi 'wulaa bɛ ni tumdi cake' bɔri ni di nya recipe.

Validation Set (Validation Set)

Validation Set
Data pirigili din bɛ tɔɣra ka bɛ gɔsi model tuma tumsim karimbu saha ka bɛ tune hyperparameters.
Misali: Bɛ tɔɣra ni ka bɛ baŋ overfitting pɔi ka bɛ niŋ final testing.

Vector Database (Vector Database)

Vector Database
Database din bɛ zali ka di gubi ka di bɔhi vector embeddings din bɛ tɔɣra AI tuma ni kamani similarity search mini RAG.
Misali: Pinecone mini Weaviate n-nyɛ vector databases n-ti di gubibu ni sabbu bee nuɣu embeddings.

Vector Embedding (Vector Embedding)

Vector Embedding
Data wuhiri din be nɔmba ni din gubiri semantic anfaani mini laɣimbu vector space ni.
Misali: Yɛltɔɣa 'naa' mini 'pɔɣanaa' mali embeddings din maɣisi ka di mali gender paɣibu din ka pam.

Virtual Assistant (Virtual Assistant)

Virtual Assistant
AI-sɔŋsim software agent din sɔŋda tɔɣba ni bɛ maandi tuma ni tɔɣsi bee kpeɣu commands.
Misali: Siri, Alexa, mini Google Assistant n-nyɛ virtual assistants din bɔri.

Voice Recognition (Voice Recognition)

Voice Recognition
Technology din bɔhimi ka di lebgiri zuɣu-zugu din bɛ tɔɣsi ka di leei sabbu bee tuma.
Misali: Kpeɣu nubibu mini kpeɣu commands tɔɣra voice recognition systems.

Weak AI (Weak AI)

Weak AI
AI systems din bɛ zali ka di tum tuma din ka pam, din be yɛligu ka di ka general intelligence.
Misali: Chess-playing AI din bi tooi bɔhimi zuɣu-zugu bee di ku mɔɣili n-nyɛ misali n-ti weak AI.

Web Scraping (Web Scraping)

Web Scraping
Automated laɣabari nyabu websites ni, ka bɛ daa tɔɣra ni ka bɛ laɣim karimbu data bee ka bɛ monitor content.
Misali: Di scrape real estate listings ka bÉ› karindi property valuation model.

Weight (Weight)

Weight
Parameter shɛli neural networks ni din baŋdi yaa shɛli node yim ni mali so zuɣu.
Misali: Weights lebgiri karimbu saha ka di balgi model taali.

Whisper (Whisper)

Whisper
Speech-to-text model din OpenAI ni yɛli ka di tooi transcribe audio zuɣu-zugu pam ni.
Misali: Whisper tooi transcribe lectures mini podcasts ni yɛlimaŋli din galsi.

YAML (YAML)

YAML
Ninsala-karimbu format n-ti data serialisation, ka bɛ daa tɔɣra ni n-ti configuration files machine learning workflows ni.
Misali: Di gbansiri model parameters YAML file ni n-ti karimbu PyTorch ni.

Zero-shot Learning (Zero-shot Learning)

Zero-shot Learning
Model toobu ka di tum tuma din ka bɛ karim li polo ka di tɔɣri general yɛm.
Misali: Model din zaŋda lɔɣɔriba suhiri hali di yi niŋ ka bɛ bi karim li lɔɣɔriba data ni.

Zettabyte (Zettabyte)

Zettabyte
Digital data unit din niŋ yim ni sextillion (10^21) bytes, ka bɛ daa tɔɣra ni ka bɛ gbansiri internet data galsim.
Misali: Global internet traffic gari zettabyte yim yuuni kam 2016 ni.