Time Series Analysis Courses and Certifications

Time Series with data.table in R

Master time series data manipulation using data.table in R. Learn efficient techniques for handling large datasets, performing feature engineering, and building statistical models with financial data.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Projects in Time Series Analysis - Chaos Detection with Persistent Homology and Process Monitoring

Explore chaos detection in time series using persistent homology and process monitoring techniques, with applications in complex systems analysis and data-driven decision making.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Simons Institute

Time Series Analysis via Matrix Estimation

Explore matrix estimation techniques for time series analysis, focusing on imputation, algorithms, and theoretical foundations with practical applications in societal networks.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Great Learning

Market Basket Analysis - Apriori Algorithm Explained - Time Series

Learn market basket analysis, Apriori algorithm, sales prediction, text analysis, and sentiment analysis for business intelligence. Gain practical skills in data-driven decision-making and customer behavior prediction.

• YouTube
• 2 hours 56 minutes
• Self-Paced
• Free Video

Data Science Dojo

Time Series Analysis with the KNIME Analytics Platform - Preprocessing, Alignment, Imputation

Learn time series analysis using KNIME: preprocessing, alignment, imputation, forecasting, and evaluation. Build a demand prediction application with (S)ARIMA and machine learning models through hands-on, codeless examples.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Data Science Dojo

Time Series Analysis for Beginner Data Scientists - Time Series Forecasting

Learn time series analysis for data science: navigate, analyze, and model time series data, create forecasts, and build interactive dashboards. Ideal for beginners with basic coding skills.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Time Series Analysis - Stationarity, Autocorrelation, and ARMA Models - Lecture 12

Explore stationarity, autocorrelation, and ARMA models for analyzing financial time series data with transformations like log returns to achieve stationarity.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Applied Algebraic Topology Network

Time Series and Biological Network Analysis via Directed Graphs

Explore robust techniques for analyzing biological time series data using directed acyclic graphs, focusing on extremal events and applications in genomic research and network analysis.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Time Series Analysis Tools with Applications to Neuroscience - Class 3

Explore advanced time series analysis techniques and their applications in neuroscience, focusing on complex network analysis and information theory.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Time Series Analysis Tools with Applications to Neuroscience - Class 2

Explore time series analysis tools and their applications in neuroscience, focusing on advanced techniques for understanding complex neural data.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Time Series Analysis Tools with Applications to Neuroscience - Class 1

Explore time series analysis tools and their applications in neuroscience, focusing on nonlinear dynamics and complex networks in brain function.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Time Series Analysis - Class 4

Explore advanced time series analysis techniques in socio-economic complexity, focusing on nonlinear systems applications and cutting-edge research insights.

• YouTube
• 59 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Time Series Analysis - Class 3 of 4

Explore advanced time series analysis techniques for socio-economic complexity in this comprehensive lecture by Cristina Masoller.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

CodeEmporium

Informer: Complete Code from Scratch - Time Series Transformer Analysis

Line-by-line exploration of the time series transformer, focusing on implementation details and code structure for deep learning enthusiasts and practitioners.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Time Series Foundation Models in Predictive Building Analytics - A Critical Analysis

Explore the potential impact of time series foundation models on predictive building analytics, examining their readiness and capabilities for revolutionizing building management systems.

• YouTube
• 16 minutes
• Self-Paced
• Free Video