activation 激活值?
activation function 激活函數(shù)?
additive noise 加性噪聲?
autoencoder 自編碼器?
Autoencoders 自編碼算法?
average firing rate 平均激活率?
average sum-of-squares error 均方差?
backpropagation 后向傳播?
basis 基?
basis feature vectors 特征基向量?
batch gradient ascent 批量梯度上升法?
Bayesian regularization method 貝葉斯規(guī)則化方法?
Bernoulli random variable 伯努利隨機(jī)變量?
bias term 偏置項(xiàng)?
binary classfication 二元分類?
class labels 類型標(biāo)記?
concatenation 級聯(lián)?
conjugate gradient 共軛梯度?
contiguous groups 聯(lián)通區(qū)域?
convex optimization software 凸優(yōu)化軟件?
convolution 卷積?
cost function 代價函數(shù)?
covariance matrix 協(xié)方差矩陣?
DC component 直流分量?
decorrelation 去相關(guān)?
degeneracy 退化?
demensionality reduction 降維?
derivative 導(dǎo)函數(shù)?
diagonal 對角線?
diffusion of gradients 梯度的彌散?
eigenvalue 特征值?
eigenvector 特征向量?
error term 殘差?
feature matrix 特征矩陣?
feature standardization 特征標(biāo)準(zhǔn)化?
feedforward architectures 前饋結(jié)構(gòu)算法?
feedforward neural network 前饋神經(jīng)網(wǎng)絡(luò)?
feedforward pass 前饋傳導(dǎo)?
fine-tuned 微調(diào)?
first-order feature 一階特征?
forward pass 前向傳導(dǎo)?
forward propagation 前向傳播?
Gaussian prior 高斯先驗(yàn)概率?
generative model 生成模型?
gradient descent 梯度下降?
Greedy layer-wise training 逐層貪婪訓(xùn)練方法?
grouping matrix 分組矩陣?
Hadamard product 阿達(dá)馬乘積?
Hessian matrix Hessian 矩陣?
hidden layer 隱含層?
hidden units 隱藏神經(jīng)元?
Hierarchical grouping 層次型分組?
higher-order features 更高階特征?
highly non-convex optimization problem 高度非凸的優(yōu)化問題?
histogram 直方圖?
hyperbolic tangent 雙曲正切函數(shù)?
hypothesis 估值，假設(shè)?
identity activation function 恒等激勵函數(shù)?
IID 獨(dú)立同分布?
illumination 照明?
inactive 抑制?
independent component analysis 獨(dú)立成份分析?
input domains 輸入域?
input layer 輸入層?
intensity 亮度/灰度?
intercept term 截距?
KL divergence 相對熵?
KL divergence KL分散度?
k-Means K-均值?
learning rate 學(xué)習(xí)速率?
least squares 最小二乘法?
linear correspondence 線性響應(yīng)?
linear superposition 線性疊加?
line-search algorithm 線搜索算法?
local mean subtraction 局部均值消減?
local optima 局部最優(yōu)解?
logistic regression 邏輯回歸?
loss function 損失函數(shù)?
low-pass filtering 低通濾波?
magnitude 幅值?
MAP 極大后驗(yàn)估計(jì)?
maximum likelihood estimation 極大似然估計(jì)?
mean 平均值?
MFCC Mel 倒頻系數(shù)?
multi-class classification 多元分類?
neural networks 神經(jīng)網(wǎng)絡(luò)?
neuron 神經(jīng)元?
Newton’s method 牛頓法?
non-convex function 非凸函數(shù)?
non-linear feature 非線性特征?
norm 范式?
norm bounded 有界范數(shù)?
norm constrained 范數(shù)約束?
normalization 歸一化?
numerical roundoff errors 數(shù)值舍入誤差?
numerically checking 數(shù)值檢驗(yàn)?
numerically reliable 數(shù)值計(jì)算上穩(wěn)定?
object detection 物體檢測?
objective function 目標(biāo)函數(shù)?
off-by-one error 缺位錯誤?
orthogonalization 正交化?
output layer 輸出層?
overall cost function 總體代價函數(shù)?
over-complete basis 超完備基?
over-fitting 過擬合?
parts of objects 目標(biāo)的部件?
part-whole decompostion 部分-整體分解?
PCA 主元分析?
penalty term 懲罰因子?
per-example mean subtraction 逐樣本均值消減?
pooling 池化?
pretrain 預(yù)訓(xùn)練?
principal components analysis 主成份分析?
quadratic constraints 二次約束?
RBMs 受限Boltzman機(jī)?
reconstruction based models 基于重構(gòu)的模型?
reconstruction cost 重建代價?
reconstruction term 重構(gòu)項(xiàng)?
redundant 冗余?
reflection matrix 反射矩陣?
regularization 正則化?
regularization term 正則化項(xiàng)?
rescaling 縮放?
robust 魯棒性?
run 行程?
second-order feature 二階特征?
sigmoid activation function S型激勵函數(shù)?
significant digits 有效數(shù)字?
singular value 奇異值?
singular vector 奇異向量?
smoothed L1 penalty 平滑的L1范數(shù)懲罰?
Smoothed topographic L1 sparsity penalty 平滑地形L1稀疏懲罰函數(shù)?
smoothing 平滑?
Softmax Regresson Softmax回歸?
sorted in decreasing order 降序排列?
source features 源特征?
sparse autoencoder 消減歸一化?
Sparsity 稀疏性?
sparsity parameter 稀疏性參數(shù)?
sparsity penalty 稀疏懲罰?
square function 平方函數(shù)?
squared-error 方差?
stationary 平穩(wěn)性（不變性）?
stationary stochastic process 平穩(wěn)隨機(jī)過程?
step-size 步長值?
supervised learning 監(jiān)督學(xué)習(xí)?
symmetric positive semi-definite matrix 對稱半正定矩陣?
symmetry breaking 對稱失效?
tanh function 雙曲正切函數(shù)?
the average activation 平均活躍度?
the derivative checking method 梯度驗(yàn)證方法?
the empirical distribution 經(jīng)驗(yàn)分布函數(shù)?
the energy function 能量函數(shù)?
the Lagrange dual 拉格朗日對偶函數(shù)?
the log likelihood 對數(shù)似然函數(shù)?
the pixel intensity value 像素灰度值?
the rate of convergence 收斂速度?
topographic cost term 拓?fù)浯鷥r項(xiàng)?
topographic ordered 拓?fù)渲刃?
transformation 變換?
translation invariant 平移不變性?
trivial answer 平凡解?
under-complete basis 不完備基?
unrolling 組合擴(kuò)展?
unsupervised learning 無監(jiān)督學(xué)習(xí)?
variance 方差?
vecotrized implementation 向量化實(shí)現(xiàn)?
vectorization 矢量化?
visual cortex 視覺皮層?
weight decay 權(quán)重衰減?
weighted average 加權(quán)平均值?
whitening 白化?
zero-mean 均值為零
Accumulated error backpropagation 累積誤差逆?zhèn)鞑?
Activation Function 激活函數(shù)?
Adaptive Resonance Theory/ART 自適應(yīng)諧振理論?
Addictive model 加性學(xué)習(xí)?
Adversarial Networks 對抗網(wǎng)絡(luò)?
Affine Layer 仿射層?
Affinity matrix 親和矩陣?
Agent 代理 / 智能體?
Algorithm 算法?
Alpha-beta pruning α-β剪枝?
Anomaly detection 異常檢測?
Approximation 近似?
Area Under ROC Curve／AUC Roc 曲線下面積?
Artificial General Intelligence/AGI 通用人工智能?
Artificial Intelligence/AI 人工智能?
Association analysis 關(guān)聯(lián)分析?
Attention mechanism 注意力機(jī)制?
Attribute conditional independence assumption 屬性條件獨(dú)立性假設(shè)?
Attribute space 屬性空間?
Attribute value 屬性值?
Autoencoder 自編碼器?
Automatic speech recognition 自動語音識別?
Automatic summarization 自動摘要?
Average gradient 平均梯度?
Average-Pooling 平均池化
Backpropagation Through Time 通過時間的反向傳播?
Backpropagation/BP 反向傳播?
Base learner 基學(xué)習(xí)器?
Base learning algorithm 基學(xué)習(xí)算法?
Batch Normalization/BN 批量歸一化?
Bayes decision rule 貝葉斯判定準(zhǔn)則?
Bayes Model Averaging／BMA 貝葉斯模型平均?
Bayes optimal classifier 貝葉斯最優(yōu)分類器?
Bayesian decision theory 貝葉斯決策論?
Bayesian network 貝葉斯網(wǎng)絡(luò)?
Between-class scatter matrix 類間散度矩陣?
Bias 偏置 / 偏差?
Bias-variance decomposition 偏差-方差分解?
Bias-Variance Dilemma 偏差 – 方差困境?
Bi-directional Long-Short Term Memory/Bi-LSTM 雙向長短期記憶?
Binary classification 二分類?
Binomial test 二項(xiàng)檢驗(yàn)?
Bi-partition 二分法?
Boltzmann machine 玻爾茲曼機(jī)?
Bootstrap sampling 自助采樣法／可重復(fù)采樣／有放回采樣?
Bootstrapping 自助法?
Break-Event Point／BEP 平衡點(diǎn)
Calibration 校準(zhǔn)?
Cascade-Correlation 級聯(lián)相關(guān)?
Categorical attribute 離散屬性?
Class-conditional probability 類條件概率?
Classification and regression tree/CART 分類與回歸樹?
Classifier 分類器?
Class-imbalance 類別不平衡?
Closed -form 閉式?
Cluster 簇/類/集群?
Cluster analysis 聚類分析?
Clustering 聚類?
Clustering ensemble 聚類集成?
Co-adapting 共適應(yīng)?
Coding matrix 編碼矩陣?
COLT 國際學(xué)習(xí)理論會議?
Committee-based learning 基于委員會的學(xué)習(xí)?
Competitive learning 競爭型學(xué)習(xí)?
Component learner 組件學(xué)習(xí)器?
Comprehensibility 可解釋性?
Computation Cost 計(jì)算成本?
Computational Linguistics 計(jì)算語言學(xué)?
Computer vision 計(jì)算機(jī)視覺?
Concept drift 概念漂移?
Concept Learning System /CLS 概念學(xué)習(xí)系統(tǒng)?
Conditional entropy 條件熵?
Conditional mutual information 條件互信息?
Conditional Probability Table／CPT 條件概率表?
Conditional random field/CRF 條件隨機(jī)場?
Conditional risk 條件風(fēng)險?
Confidence 置信度?
Confusion matrix 混淆矩陣?
Connection weight 連接權(quán)?
Connectionism 連結(jié)主義?
Consistency 一致性／相合性?
Contingency table 列聯(lián)表?
Continuous attribute 連續(xù)屬性?
Convergence 收斂?
Conversational agent 會話智能體?
Convex quadratic programming 凸二次規(guī)劃?
Convexity 凸性?
Convolutional neural network/CNN 卷積神經(jīng)網(wǎng)絡(luò)?
Co-occurrence 同現(xiàn)?
Correlation coefficient 相關(guān)系數(shù)?
Cosine similarity 余弦相似度?
Cost curve 成本曲線?
Cost Function 成本函數(shù)?
Cost matrix 成本矩陣?
Cost-sensitive 成本敏感?
Cross entropy 交叉熵?
Cross validation 交叉驗(yàn)證?
Crowdsourcing 眾包?
Curse of dimensionality 維數(shù)災(zāi)難?
Cut point 截斷點(diǎn)?
Cutting plane algorithm 割平面法
Data mining 數(shù)據(jù)挖掘?
Data set 數(shù)據(jù)集?
Decision Boundary 決策邊界?
Decision stump 決策樹樁?
Decision tree 決策樹／判定樹?
Deduction 演繹?
Deep Belief Network 深度信念網(wǎng)絡(luò)?
Deep Convolutional Generative Adversarial Network/DCGAN 深度卷積生成對抗網(wǎng)絡(luò)?
Deep learning 深度學(xué)習(xí)?
Deep neural network/DNN 深度神經(jīng)網(wǎng)絡(luò)?
Deep Q-Learning 深度 Q 學(xué)習(xí)?
Deep Q-Network 深度 Q 網(wǎng)絡(luò)?
Density estimation 密度估計(jì)?
Density-based clustering 密度聚類?
Differentiable neural computer 可微分神經(jīng)計(jì)算機(jī)?
Dimensionality reduction algorithm 降維算法?
Directed edge 有向邊?
Disagreement measure 不合度量?
Discriminative model 判別模型?
Discriminator 判別器?
Distance measure 距離度量?
Distance metric learning 距離度量學(xué)習(xí)?
Distribution 分布?
Divergence 散度?
Diversity measure 多樣性度量／差異性度量?
Domain adaption 領(lǐng)域自適應(yīng)?
Downsampling 下采樣?
D-separation （Directed separation） 有向分離?
Dual problem 對偶問題?
Dummy node 啞結(jié)點(diǎn)?
Dynamic Fusion 動態(tài)融合?
Dynamic programming 動態(tài)規(guī)劃
Eigenvalue decomposition 特征值分解?
Embedding 嵌入?
Emotional analysis 情緒分析?
Empirical conditional entropy 經(jīng)驗(yàn)條件熵?
Empirical entropy 經(jīng)驗(yàn)熵?
Empirical error 經(jīng)驗(yàn)誤差?
Empirical risk 經(jīng)驗(yàn)風(fēng)險?
End-to-End 端到端?
Energy-based model 基于能量的模型?
Ensemble learning 集成學(xué)習(xí)?
Ensemble pruning 集成修剪?
Error Correcting Output Codes／ECOC 糾錯輸出碼?
Error rate 錯誤率?
Error-ambiguity decomposition 誤差-分歧分解?
Euclidean distance 歐氏距離?
Evolutionary computation 演化計(jì)算?
Expectation-Maximization 期望最大化?
Expected loss 期望損失?
Exploding Gradient Problem 梯度爆炸問題?
Exponential loss function 指數(shù)損失函數(shù)?
Extreme Learning Machine/ELM 超限學(xué)習(xí)機(jī)
Factorization 因子分解?
False negative 假負(fù)類?
False positive 假正類?
False Positive Rate/FPR 假正例率?
Feature engineering 特征工程?
Feature selection 特征選擇?
Feature vector 特征向量?
Featured Learning 特征學(xué)習(xí)?
Feedforward Neural Networks/FNN 前饋神經(jīng)網(wǎng)絡(luò)?
Fine-tuning 微調(diào)?
Flipping output 翻轉(zhuǎn)法?
Fluctuation 震蕩?
Forward stagewise algorithm 前向分步算法?
Frequentist 頻率主義學(xué)派?
Full-rank matrix 滿秩矩陣?
Functional neuron 功能神經(jīng)元
Gain ratio 增益率?
Game theory 博弈論?
Gaussian kernel function 高斯核函數(shù)?
Gaussian Mixture Model 高斯混合模型?
General Problem Solving 通用問題求解?
Generalization 泛化?
Generalization error 泛化誤差?
Generalization error bound 泛化誤差上界?
Generalized Lagrange function 廣義拉格朗日函數(shù)?
Generalized linear model 廣義線性模型?
Generalized Rayleigh quotient 廣義瑞利商?
Generative Adversarial Networks/GAN 生成對抗網(wǎng)絡(luò)?
Generative Model 生成模型?
Generator 生成器?
Genetic Algorithm/GA 遺傳算法?
Gibbs sampling 吉布斯采樣?
Gini index 基尼指數(shù)?
Global minimum 全局最小?
Global Optimization 全局優(yōu)化?
Gradient boosting 梯度提升?
Gradient Descent 梯度下降?
Graph theory 圖論?
Ground-truth 真相／真實(shí)
Hard margin 硬間隔?
Hard voting 硬投票?
Harmonic mean 調(diào)和平均?
Hesse matrix 海塞矩陣?
Hidden dynamic model 隱動態(tài)模型?
Hidden layer 隱藏層?
Hidden Markov Model/HMM 隱馬爾可夫模型?
Hierarchical clustering 層次聚類?
Hilbert space 希爾伯特空間?
Hinge loss function 合頁損失函數(shù)?
Hold-out 留出法?
Homogeneous 同質(zhì)?
Hybrid computing 混合計(jì)算?
Hyperparameter 超參數(shù)?
Hypothesis 假設(shè)?
Hypothesis test 假設(shè)驗(yàn)證
ICML 國際機(jī)器學(xué)習(xí)會議?
Improved iterative scaling/IIS 改進(jìn)的迭代尺度法?
Incremental learning 增量學(xué)習(xí)?
Independent and identically distributed/i.i.d. 獨(dú)立同分布?
Independent Component Analysis/ICA 獨(dú)立成分分析?
Indicator function 指示函數(shù)?
Individual learner 個體學(xué)習(xí)器?
Induction 歸納?
Inductive bias 歸納偏好?
Inductive learning 歸納學(xué)習(xí)?
Inductive Logic Programming／ILP 歸納邏輯程序設(shè)計(jì)?
Information entropy 信息熵?
Information gain 信息增益?
Input layer 輸入層?
Insensitive loss 不敏感損失?
Inter-cluster similarity 簇間相似度?
International Conference for Machine Learning/ICML 國際機(jī)器學(xué)習(xí)大會?
Intra-cluster similarity 簇內(nèi)相似度?
Intrinsic value 固有值?
Isometric Mapping/Isomap 等度量映射?
Isotonic regression 等分回歸?
Iterative Dichotomiser 迭代二分器
Kernel method 核方法?
Kernel trick 核技巧?
Kernelized Linear Discriminant Analysis／KLDA 核線性判別分析?
K-fold cross validation k 折交叉驗(yàn)證／k 倍交叉驗(yàn)證?
K-Means Clustering K – 均值聚類?
K-Nearest Neighbours Algorithm/KNN K近鄰算法?
Knowledge base 知識庫?
Knowledge Representation 知識表征
Label space 標(biāo)記空間?
Lagrange duality 拉格朗日對偶性?
Lagrange multiplier 拉格朗日乘子?
Laplace smoothing 拉普拉斯平滑?
Laplacian correction 拉普拉斯修正?
Latent Dirichlet Allocation 隱狄利克雷分布?
Latent semantic analysis 潛在語義分析?
Latent variable 隱變量?
Lazy learning 懶惰學(xué)習(xí)?
Learner 學(xué)習(xí)器?
Learning by analogy 類比學(xué)習(xí)?
Learning rate 學(xué)習(xí)率?
Learning Vector Quantization/LVQ 學(xué)習(xí)向量量化?
Least squares regression tree 最小二乘回歸樹?
Leave-One-Out/LOO 留一法?
linear chain conditional random field 線性鏈條件隨機(jī)場?
Linear Discriminant Analysis／LDA 線性判別分析?
Linear model 線性模型?
Linear Regression 線性回歸?
Link function 聯(lián)系函數(shù)?
Local Markov property 局部馬爾可夫性?
Local minimum 局部最小?
Log likelihood 對數(shù)似然?
Log odds／logit 對數(shù)幾率?
Logistic Regression Logistic 回歸?
Log-likelihood 對數(shù)似然?
Log-linear regression 對數(shù)線性回歸?
Long-Short Term Memory/LSTM 長短期記憶?
Loss function 損失函數(shù)
Machine translation/MT 機(jī)器翻譯?
Macron-P 宏查準(zhǔn)率?
Macron-R 宏查全率?
Majority voting 絕對多數(shù)投票法?
Manifold assumption 流形假設(shè)?
Manifold learning 流形學(xué)習(xí)?
Margin theory 間隔理論?
Marginal distribution 邊際分布?
Marginal independence 邊際獨(dú)立性?
Marginalization 邊際化?
Markov Chain Monte Carlo/MCMC 馬爾可夫鏈蒙特卡羅方法?
Markov Random Field 馬爾可夫隨機(jī)場?
Maximal clique 最大團(tuán)?
Maximum Likelihood Estimation/MLE 極大似然估計(jì)／極大似然法?
Maximum margin 最大間隔?
Maximum weighted spanning tree 最大帶權(quán)生成樹?
Max-Pooling 最大池化?
Mean squared error 均方誤差?
Meta-learner 元學(xué)習(xí)器?
Metric learning 度量學(xué)習(xí)?
Micro-P 微查準(zhǔn)率?
Micro-R 微查全率?
Minimal Description Length/MDL 最小描述長度?
Minimax game 極小極大博弈?
Misclassification cost 誤分類成本?
Mixture of experts 混合專家?
Momentum 動量?
Moral graph 道德圖／端正圖?
Multi-class classification 多分類?
Multi-document summarization 多文檔摘要?
Multi-layer feedforward neural networks 多層前饋神經(jīng)網(wǎng)絡(luò)?
Multilayer Perceptron/MLP 多層感知器?
Multimodal learning 多模態(tài)學(xué)習(xí)?
Multiple Dimensional Scaling 多維縮放?
Multiple linear regression 多元線性回歸?
Multi-response Linear Regression ／MLR 多響應(yīng)線性回歸?
Mutual information 互信息
Naive bayes 樸素貝葉斯?
Naive Bayes Classifier 樸素貝葉斯分類器?
Named entity recognition 命名實(shí)體識別?
Nash equilibrium 納什均衡?
Natural language generation/NLG 自然語言生成?
Natural language processing 自然語言處理?
Negative class 負(fù)類?
Negative correlation 負(fù)相關(guān)法?
Negative Log Likelihood 負(fù)對數(shù)似然?
Neighbourhood Component Analysis/NCA 近鄰成分分析?
Neural Machine Translation 神經(jīng)機(jī)器翻譯?
Neural Turing Machine 神經(jīng)圖靈機(jī)?
Newton method 牛頓法?
NIPS 國際神經(jīng)信息處理系統(tǒng)會議?
No Free Lunch Theorem／NFL 沒有免費(fèi)的午餐定理?
Noise-contrastive estimation 噪音對比估計(jì)?
Nominal attribute 列名屬性?
Non-convex optimization 非凸優(yōu)化?
Nonlinear model 非線性模型?
Non-metric distance 非度量距離?
Non-negative matrix factorization 非負(fù)矩陣分解?
Non-ordinal attribute 無序?qū)傩?
Non-Saturating Game 非飽和博弈?
Norm 范數(shù)?
Normalization 歸一化?
Nuclear norm 核范數(shù)?
Numerical attribute 數(shù)值屬性
Objective function 目標(biāo)函數(shù)?
Oblique decision tree 斜決策樹?
Occam’s razor 奧卡姆剃刀?
Odds 幾率?
Off-Policy 離策略?
One shot learning 一次性學(xué)習(xí)?
One-Dependent Estimator／ODE 獨(dú)依賴估計(jì)?
On-Policy 在策略?
Ordinal attribute 有序?qū)傩?
Out-of-bag estimate 包外估計(jì)?
Output layer 輸出層?
Output smearing 輸出調(diào)制法?
Overfitting 過擬合／過配?
Oversampling 過采樣
Paired t-test 成對 t 檢驗(yàn)?
Pairwise 成對型?
Pairwise Markov property 成對馬爾可夫性?
Parameter 參數(shù)?
Parameter estimation 參數(shù)估計(jì)?
Parameter tuning 調(diào)參?
Parse tree 解析樹?
Particle Swarm Optimization/PSO 粒子群優(yōu)化算法?
Part-of-speech tagging 詞性標(biāo)注?
Perceptron 感知機(jī)?
Performance measure 性能度量?
Plug and Play Generative Network 即插即用生成網(wǎng)絡(luò)?
Plurality voting 相對多數(shù)投票法?
Polarity detection 極性檢測?
Polynomial kernel function 多項(xiàng)式核函數(shù)?
Pooling 池化?
Positive class 正類?
Positive definite matrix 正定矩陣?
Post-hoc test 后續(xù)檢驗(yàn)?
Post-pruning 后剪枝?
potential function 勢函數(shù)?
Precision 查準(zhǔn)率／準(zhǔn)確率?
Prepruning 預(yù)剪枝?
Principal component analysis/PCA 主成分分析?
Principle of multiple explanations 多釋原則?
Prior 先驗(yàn)?
Probability Graphical Model 概率圖模型?
Proximal Gradient Descent/PGD 近端梯度下降?
Pruning 剪枝?
Pseudo-label 偽標(biāo)記
Quantized Neural Network 量子化神經(jīng)網(wǎng)絡(luò)?
Quantum computer 量子計(jì)算機(jī)?
Quantum Computing 量子計(jì)算?
Quasi Newton method 擬牛頓法
Radial Basis Function／RBF 徑向基函數(shù)?
Random Forest Algorithm 隨機(jī)森林算法?
Random walk 隨機(jī)漫步?
Recall 查全率／召回率?
Receiver Operating Characteristic/ROC 受試者工作特征?
Rectified Linear Unit/ReLU 線性修正單元?
Recurrent Neural Network 循環(huán)神經(jīng)網(wǎng)絡(luò)?
Recursive neural network 遞歸神經(jīng)網(wǎng)絡(luò)?
Reference model 參考模型?
Regression 回歸?
Regularization 正則化?
Reinforcement learning/RL 強(qiáng)化學(xué)習(xí)?
Representation learning 表征學(xué)習(xí)?
Representer theorem 表示定理?
reproducing kernel Hilbert space/RKHS 再生核希爾伯特空間?
Re-sampling 重采樣法?
Rescaling 再縮放?
Residual Mapping 殘差映射?
Residual Network 殘差網(wǎng)絡(luò)?
Restricted Boltzmann Machine/RBM 受限玻爾茲曼機(jī)?
Restricted Isometry Property/RIP 限定等距性?
Re-weighting 重賦權(quán)法?
Robustness 穩(wěn)健性/魯棒性?
Root node 根結(jié)點(diǎn)?
Rule Engine 規(guī)則引擎?
Rule learning 規(guī)則學(xué)習(xí)
Saddle point 鞍點(diǎn)?
Sample space 樣本空間?
Sampling 采樣?
Score function 評分函數(shù)?
Self-Driving 自動駕駛?
Self-Organizing Map／SOM 自組織映射?
Semi-naive Bayes classifiers 半樸素貝葉斯分類器?
Semi-Supervised Learning 半監(jiān)督學(xué)習(xí)?
semi-Supervised Support Vector Machine 半監(jiān)督支持向量機(jī)?
Sentiment analysis 情感分析?
Separating hyperplane 分離超平面?
Sigmoid function Sigmoid 函數(shù)?
Similarity measure 相似度度量?
Simulated annealing 模擬退火?
Simultaneous localization and mapping 同步定位與地圖構(gòu)建?
Singular Value Decomposition 奇異值分解?
Slack variables 松弛變量?
Smoothing 平滑?
Soft margin 軟間隔?
Soft margin maximization 軟間隔最大化?
Soft voting 軟投票?
Sparse representation 稀疏表征?
Sparsity 稀疏性?
Specialization 特化?
Spectral Clustering 譜聚類?
Speech Recognition 語音識別?
Splitting variable 切分變量?
Squashing function 擠壓函數(shù)?
Stability-plasticity dilemma 可塑性-穩(wěn)定性困境?
Statistical learning 統(tǒng)計(jì)學(xué)習(xí)?
Status feature function 狀態(tài)特征函?
Stochastic gradient descent 隨機(jī)梯度下降?
Stratified sampling 分層采樣?
Structural risk 結(jié)構(gòu)風(fēng)險?
Structural risk minimization/SRM 結(jié)構(gòu)風(fēng)險最小化?
Subspace 子空間?
Supervised learning 監(jiān)督學(xué)習(xí)／有導(dǎo)師學(xué)習(xí)?
support vector expansion 支持向量展式?
Support Vector Machine/SVM 支持向量機(jī)?
Surrogat loss 替代損失?
Surrogate function 替代函數(shù)?
Symbolic learning 符號學(xué)習(xí)?
Symbolism 符號主義?
Synset 同義詞集
T-Distribution Stochastic Neighbour Embedding/t-SNE T – 分布隨機(jī)近鄰嵌入?
Tensor 張量?
Tensor Processing Units/TPU 張量處理單元?
The least square method 最小二乘法?
Threshold 閾值?
Threshold logic unit 閾值邏輯單元?
Threshold-moving 閾值移動?
Time Step 時間步驟?
Tokenization 標(biāo)記化?
Training error 訓(xùn)練誤差?
Training instance 訓(xùn)練示例／訓(xùn)練例?
Transductive learning 直推學(xué)習(xí)?
Transfer learning 遷移學(xué)習(xí)?
Treebank 樹庫?
Tria-by-error 試錯法?
True negative 真負(fù)類?
True positive 真正類?
True Positive Rate/TPR 真正例率?
Turing Machine 圖靈機(jī)?
Twice-learning 二次學(xué)習(xí)
Underfitting 欠擬合／欠配?
Undersampling 欠采樣?
Understandability 可理解性?
Unequal cost 非均等代價?
Unit-step function 單位階躍函數(shù)?
Univariate decision tree 單變量決策樹?
Unsupervised learning 無監(jiān)督學(xué)習(xí)／無導(dǎo)師學(xué)習(xí)?
Unsupervised layer-wise training 無監(jiān)督逐層訓(xùn)練?
Upsampling 上采樣
Vanishing Gradient Problem 梯度消失問題?
Variational inference 變分推斷?
VC Theory VC維理論?
Version space 版本空間?
Viterbi algorithm 維特比算法?
Von Neumann architecture 馮 · 諾伊曼架構(gòu)
Wasserstein GAN/WGAN Wasserstein生成對抗網(wǎng)絡(luò)?
Weak learner 弱學(xué)習(xí)器?
Weight 權(quán)重?
Weight sharing 權(quán)共享?
Weighted voting 加權(quán)投票法?
Within-class scatter matrix 類內(nèi)散度矩陣?
Word embedding 詞嵌入?
Word sense disambiguation 詞義消歧
Zero-data learning 零數(shù)據(jù)學(xué)習(xí)?
Zero-shot learning 零次學(xué)習(xí)
approximations近似值?
arbitrary隨意的?
affine仿射的?
arbitrary任意的?
amino acid氨基酸?
amenable經(jīng)得起檢驗(yàn)的?
axiom公理，原則?
abstract提取?
architecture架構(gòu)，體系結(jié)構(gòu)；建造業(yè)?
absolute絕對的?
arsenal軍火庫?
assignment分配?
algebra線性代數(shù)?
asymptotically無癥狀的?
appropriate恰當(dāng)?shù)?/p>
bias偏差?
brevity簡短，簡潔；短暫?
broader廣泛?
briefly簡短的?
batch批量
convergence 收斂，集中到一點(diǎn)?
convex凸的?
contours輪廓?
constraint約束?
constant常理?
commercial商務(wù)的?
complementarity補(bǔ)充?
coordinate ascent同等級上升?
clipping剪下物；剪報；修剪?
component分量；部件?
continuous連續(xù)的?
covariance協(xié)方差?
canonical正規(guī)的，正則的?
concave非凸的?
corresponds相符合；相當(dāng)；通信?
corollary推論?
concrete具體的事物，實(shí)在的東西?
cross validation交叉驗(yàn)證?
correlation相互關(guān)系?
convention約定?
cluster一簇?
centroids 質(zhì)心，形心?
converge收斂?
computationally計(jì)算(機(jī))的?
calculus計(jì)算
derive獲得，取得?
dual二元的?
duality二元性；二象性；對偶性?
derivation求導(dǎo)；得到；起源?
denote預(yù)示，表示，是…的標(biāo)志；意味著，[邏]指稱?
divergence 散度；發(fā)散性?
dimension尺度，規(guī)格；維數(shù)?
dot小圓點(diǎn)?
distortion變形?
density概率密度函數(shù)?
discrete離散的?
discriminative有識別能力的?
diagonal對角?
dispersion分散，散開?
determinant決定因素?
disjoint不相交的
encounter遇到?
ellipses橢圓?
equality等式?
extra額外的?
empirical經(jīng)驗(yàn)；觀察?
ennmerate例舉，計(jì)數(shù)?
exceed超過，越出?
expectation期望?
efficient生效的?
endow賦予?
explicitly清楚的?
exponential family指數(shù)家族?
equivalently等價的
feasible可行的?
forary初次嘗試?
finite有限的，限定的?
forgo摒棄，放棄?
fliter過濾?
frequentist最常發(fā)生的?
forward search前向式搜索?
formalize使定形
generalized歸納的?
generalization概括，歸納；普遍化；判斷（根據(jù)不足）?
guarantee保證；抵押品?
generate形成，產(chǎn)生?
geometric margins幾何邊界?
gap裂口?
generative生產(chǎn)的；有生產(chǎn)力的
heuristic啟發(fā)式的；啟發(fā)法；啟發(fā)程序?
hone懷戀；磨?
hyperplane超平面
initial最初的?
implement執(zhí)行?
intuitive憑直覺獲知的?
incremental增加的?
intercept截距?
intuitious直覺?
instantiation例子?
indicator指示物，指示器?
interative重復(fù)的，迭代的?
integral積分?
identical相等的；完全相同的?
indicate表示，指出?
invariance不變性，恒定性?
impose把…強(qiáng)加于?
intermediate中間的?
interpretation解釋，翻譯
joint distribution聯(lián)合概率
lieu替代?
logarithmic對數(shù)的，用對數(shù)表示的?
latent潛在的?
Leave-one-out cross validation留一法交叉驗(yàn)證
magnitude巨大?
mapping繪圖，制圖；映射?
matrix矩陣?
mutual相互的，共同的?
monotonically單調(diào)的?
minor較小的，次要的?
multinomial多項(xiàng)的?
multi-class classification二分類問題
nasty討厭的?
notation標(biāo)志，注釋?
na?ve樸素的
obtain得到?
oscillate擺動?
optimization problem最優(yōu)化問題?
objective function目標(biāo)函數(shù)?
optimal最理想的?
orthogonal(矢量，矩陣等)正交的?
orientation方向?
ordinary普通的?
occasionally偶然的
partial derivative偏導(dǎo)數(shù)?
property性質(zhì)?
proportional成比例的?
primal原始的，最初的?
permit允許?
pseudocode偽代碼?
permissible可允許的?
polynomial多項(xiàng)式?
preliminary預(yù)備?
precision精度?
perturbation 不安，擾亂?
poist假定，設(shè)想?
positive semi-definite半正定的?
parentheses圓括號?
posterior probability后驗(yàn)概率?
plementarity補(bǔ)充?
pictorially圖像的?
parameterize確定…的參數(shù)?
poisson distribution柏松分布?
pertinent相關(guān)的
quadratic二次的?
quantity量，數(shù)量；分量?
query疑問的
regularization使系統(tǒng)化；調(diào)整?
reoptimize重新優(yōu)化?
restrict限制；限定；約束?
reminiscent回憶往事的；提醒的；使人聯(lián)想…的（of）?
remark注意?
random variable隨機(jī)變量?
respect考慮?
respectively各自的；分別的?
redundant過多的；冗余的
susceptible敏感的?
stochastic可能的；隨機(jī)的?
symmetric對稱的?
sophisticated復(fù)雜的?
spurious假的；偽造的?
subtract減去；減法器?
simultaneously同時發(fā)生地；同步地?
suffice滿足?
scarce稀有的，難得的?
split分解，分離?
subset子集?
statistic統(tǒng)計(jì)量?
successive iteratious連續(xù)的迭代?
scale標(biāo)度?
sort of有幾分的?
squares平方
trajectory軌跡?
temporarily暫時的?
terminology專用名詞?
tolerance容忍；公差?
thumb翻閱?
threshold閾，臨界?
theorem定理?
tangent正弦
unit-length vector單位向量
valid有效的，正確的?
variance方差?
variable變量；變元?
vocabulary詞匯?
valued經(jīng)估價的；寶貴的
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