Thuật Ngữ AI — AI Glossary

Bách khoa toàn thư thuật ngữ AI: 500+ terms từ Machine Learning, Deep Learning, NLP, Computer Vision, Generative AI, MLOps. Định nghĩa tiếng Việt + English, ví dụ, liên kết chéo.

Mục lục

Machine Learning Cơ bản

Supervised Learning (Học có giám sát): Classification, Regression. Unsupervised Learning (Học không giám sát): Clustering, Dimensionality Reduction. Reinforcement Learning (Học tăng cường): Agent, Environment, Reward, Policy. Bias-Variance Tradeoff, Overfitting/Underfitting, Cross-validation, Feature Engineering.

Deep Learning

Neural Network: Perceptron, MLP, Backpropagation, Activation Functions (ReLU, Sigmoid, Tanh). CNN: Convolution, Pooling, Stride, Padding, Transfer Learning (ResNet, EfficientNet). RNN/LSTM/GRU: Sequence modeling, Attention Mechanism. Transformer: Self-Attention, Multi-head, BERT, GPT. Generative: GAN, VAE, Diffusion Models, Stable Diffusion.

NLP (Xử lý ngôn ngữ tự nhiên)

Tokenization, Embedding (Word2Vec, GloVe, BERT), POS Tagging, NER, Sentiment Analysis, Machine Translation, Text Summarization, Question Answering. Large Language Models: GPT, LLaMA, PaLM, Fine-tuning, RLHF, Prompt Engineering, RAG (Retrieval-Augmented Generation).

Computer Vision

Image Classification, Object Detection (YOLO, Faster R-CNN), Segmentation (Semantic, Instance, Panoptic), Pose Estimation, Face Recognition, OCR. Data Augmentation, Transfer Learning, Model Optimization (Quantization, Pruning, Distillation).

MLOps & Production

ML Pipeline: Data Ingestion, Validation, Training, Evaluation, Deployment, Monitoring. Feature Store, Model Registry, Experiment Tracking (MLflow, W&B), CI/CD for ML, Drift Detection, A/B Testing, Canary Deployment. Kubernetes, Kubeflow, MLflow, Airflow.

Tải Glossary đầy đủ

Download PDF 200+ trang tại ungdungai.edu.vn/ai-glossary/ hoặc sử dụng App AI Glossary (PWA, offline) tại ungdungai.edu.vn/app/ai-glossary/. Cập nhật hàng quý với thuật ngữ mới từ NeurIPS, ICML, ICLR, CVPR.

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