Data Science with Python Glossary

A

• Accuracy Score in Data Science with Python
• Activation Function in Data Science with Python
• Algorithm in Data Science with Python
• Algorithms in Data Science with Python
• Anaconda in Data Science with Python
• Apache Spark in Data Science with Python
• API (Application Programming Interface) in Data Science with Python
• API in Data Science with Python
• Artificial Intelligence (AI) in Data Science with Python
• Artificial Neural Networks (ANN) in Data Science with Python
• Association Rules in Data Science with Python
• AUC (Area Under the Curve) in Data Science with Python
• Autoencoder in Data Science with Python

B

• Backpropagation (BP) in Data Science with Python
• Bagging in Data Science with Python
• Batch Normalization in Data Science with Python
• Bayes’ Theorem in Data Science with Python
• Bayesian Network in Data Science with Python
• Bayesian Networks in Data Science with Python
• Bias in Data Science with Python
• Bias-Variance Tradeoff in Data Science with Python
• Big Data in Data Science with Python
• Binomial Distribution in Data Science with Python
• Bootstrap Sampling in Data Science with Python
• Business Analyst in Data Science with Python
• Business Analytics (BA) in Data Science with Python
• Business Intelligence (BI) in Data Science with Python

C

• Categorical Variable Classification in Data Science with Python
• Categorical Variable in Data Science with Python
• Classification in Data Science with Python
• Clustering in Data Science with Python
• Computer Science in Data Science with Python
• Computer Vision in Data Science with Python
• Confusion Matrix in Data Science with Python
• Continuous Variable in Data Science with Python
• Convolutional Neural Networks (CNN) in Data Science with Python
• Correlation in Data Science with Python
• Cost Function in Data Science with Python
• Covariance in Data Science with Python
• Cross-Entropy Loss in Data Science with Python
• Cross-Validation (not validated) in Data Science with Python
• Cross-Validation in Data Science with Python

D

• Dashboard in Data Science with Python
• Data Analysis (DA) in Data Science with Python
• Data Analyst in Data Science with Python
• Data Augmentation in Data Science with Python
• Data Cleaning in Data Science with Python
• Data Consumer in Data Science with Python
• Data Engineer in Data Science with Python
• Data Engineering (DE) in Data Science with Python
• Data Enrichment in Data Science with Python
• Data Exploration in Data Science with Python
• Data Governance in Data Science with Python
• Data Imputation in Data Science with Python
• Data Journalism in Data Science with Python
• Data Lake in Data Science with Python
• Data Literacy in Data Science with Python
• Data Mining in Data Science with Python
• Data Modeling in Data Science with Python
• Data Pipeline in Data Science with Python
• Data Preprocessing in Data Science with Python
• Data Science (DS) in Data Science with Python
• Data Scientist in Data Science with Python
• Data Structure in Data Science with Python
• Data Visualization in Data Science with Python
• Data Warehouse in Data Science with Python
• Data Wrangling in Data Science with Python
• Database in Data Science with Python
• Database Management System (DBMS) in Data Science with Python
• Dataframe in Data Science with Python
• Dataset in Data Science with Python
• Decision Boundary in Data Science with Python
• Decision Tree in Data Science with Python
• Decision Trees in Data Science with Python
• Deep Learning (DL) in Data Science with Python
• Deep Learning in Data Science with Python
• Dimensionality Reduction in Data Science with Python

E

• Early Stopping in Data Science with Python
• EDA in Data Science with Python
• ELT in Data Science with Python
• Ensemble Learning in Data Science with Python
• Ensembling in Data Science with Python
• ETL in Data Science with Python
• Evaluation Metrics in Data Science with Python
• Exploratory Data Analysis (EDA) in Data Science with Python

F

• F-Score in Data Science with Python
• False Negative (FN, Type II Error) in Data Science with Python
• False Positive (FP, Type I Error) in Data Science with Python
• Feature Engineering in Data Science with Python
• Feature Extraction in Data Science with Python
• Feature Importance in Data Science with Python
• Feature in Data Science with Python
• Feature Selection in Data Science with Python

G

• Generative Adversarial Networks (GANs) in Data Science with Python
• Gradient Boosting in Data Science with Python
• Gradient Descent in Data Science with Python
• Grid Search in Data Science with Python
• Grid SearchCV in Data Science with Python

H

• Hadoop in Data Science with Python
• Hyperparameter in Data Science with Python
• Hyperparameter Optimization in Data Science with Python
• Hyperparameter Tuning in Data Science with Python
• Hypothesis in Data Science with Python
• Hypothesis Testing in Data Science with Python

I

• Imbalanced Data in Data Science with Python
• Imputation in Data Science with Python

K

• k-fold Cross-Validation in Data Science with Python
• K-means in Data Science with Python
• k-Nearest Neighbors (k-NN) in Data Science with Python
• K-Nearest Neighbors (KNN) in Data Science with Python

L

• Linear Algebra in Data Science with Python
• Linear Regression in Data Science with Python
• Logistic Regression in Data Science with Python
• Loss Function in Data Science with Python

M

• Machine Learning (ML) in Data Science with Python
• Machine Learning in Data Science with Python
• Matplotlib in Data Science with Python
• Mean Absolute Error (MAE) in Data Science with Python
• Mean in Data Science with Python
• Mean Squared Error (MSE) in Data Science with Python
• Median in Data Science with Python
• Mode in Data Science with Python
• Model Evaluation in Data Science with Python
• Model Tuning in Data Science with Python
• Multivariate Modeling in Data Science with Python

N

• Naive Bayes in Data Science with Python
• Natural Language Processing (NLP) in Data Science with Python
• Neural Architecture Search in Data Science with Python
• Neural Networks in Data Science with Python
• Normalization in Data Science with Python
• NoSQL in Data Science with Python
• Null Hypothesis in Data Science with Python
• NumPy in Data Science with Python

O

• Open Source in Data Science with Python
• Ordinal Variable in Data Science with Python
• Outlier in Data Science with Python
• Overfitting in Data Science with Python

P

• Pandas in Data Science with Python
• Parameter in Data Science with Python
• Precision and Recall in Data Science with Python
• Precision in Data Science with Python
• Predictive Analytics in Data Science with Python
• Principal Component Analysis (PCA) in Data Science with Python
• Python Data Science Libraries in Data Science with Python
• Python in Data Science with Python

R

• R-Squared (R2) in Data Science with Python
• Random Forest in Data Science with Python
• Random SearchCV in Data Science with Python
• Recall in Data Science with Python
• Recommender Systems in Data Science with Python
• Regression in Data Science with Python
• Regular Expressions in Data Science with Python
• Regularization in Data Science with Python
• Reinforcement Learning (RL) in Data Science with Python
• Reinforcement Learning in Data Science with Python
• Ridge Regression in Data Science with Python
• Root Mean Squared Error (RMSE) in Data Science with Python

S

• Sampling Error in Data Science with Python
• Sampling Techniques in Data Science with Python
• Scikit-learn in Data Science with Python
• Scipy in Data Science with Python
• Sentiment Analysis in Data Science with Python
• Sentiment Classification in Data Science with Python
• Singular Value Decomposition (SVD) in Data Science with Python
• SQL (Structured Query Language) in Data Science with Python
• SQL in Data Science with Python
• Stacking in Data Science with Python
• Standard Deviation in Data Science with Python
• Stochastic Gradient Descent (SGD) in Data Science with Python
• Supervised Learning in Data Science with Python
• Support Vector Machines (SVM) in Data Science with Python
• Support Vector Regression (SVR) in Data Science with Python
• SVM in Data Science with Python
• Synthetic Data in Data Science with Python

T

• Target Variable in Data Science with Python
• TensorFlow in Data Science with Python
• Test Set in Data Science with Python
• Text Mining in Data Science with Python
• Time Series Analysis in Data Science with Python
• Time Series Forecasting in Data Science with Python
• Time Series in Data Science with Python
• Training Set in Data Science with Python
• Transfer Learning in Data Science with Python
• True Negative (TN) in Data Science with Python
• True Positive (TP) in Data Science with Python

U

• Underfitting in Data Science with Python
• Univariate Modeling in Data Science with Python
• Unstructured Data in Data Science with Python
• Unsupervised Learning in Data Science with Python

V

• Variance in Data Science with Python

W

• Web Scraping in Data Science with Python
• Word Embeddings in Data Science with Python

X

• XGBoost in Data Science with Python

Z

• Z-Score in Data Science with Python
• Zero-Inflated Models in Data Science with Python