Time Series Analysis Courses and Certifications

AI TIME：ICML 2021-3

Explore cutting-edge AI research and developments presented at ICML 2021, covering machine learning advances, methodologies, and real-world applications.

• XuetangX
• On-Demand
• Free Online Course

AI TIME：ICML 2021-6

Explore cutting-edge AI research and developments presented at ICML 2021, covering machine learning advances, methodologies, and real-world applications.

• XuetangX
• On-Demand
• Free Online Course

IIT Bombay;  NPTEL

Time Series Modelling and Forecasting with Applications in R

Master time series analysis and forecasting techniques using R, from basic linear modeling to advanced machine learning applications, with hands-on practice in business, finance, and environmental data analysis.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Time Series Forecasting with Amazon Forecast

This course will teach you how to work with Amazon Forecast, a managed service that provides accurate future forecasts using machine learning, by preparing data, and training forecasting models.

• Pluralsight
• On-Demand
• Free Trial Available

Build Your First Time Series Visualization with Dygraphs

This course will teach you how to build customized time-series visualization charts with Dygraphs & JavaScript

• Pluralsight
• 39 minutes
• On-Demand
• Free Trial Available

Venelin Valkov

Multivariate Time Series Forecasting with LSTM Using PyTorch and PyTorch Lightning - ML Tutorial

Learn to build and train an LSTM Deep Neural Network for Bitcoin price prediction using multivariate time series data, PyTorch, and PyTorch Lightning. Covers dataset creation, model building, and prediction analysis.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Launchpad

A Transformer-Based Framework for Multivariate Time Series Representation Learning

Explore a Transformer-based framework for multivariate time series analysis, covering challenges, model architecture, pre-training, fine-tuning, and applications in classification and forecasting.

• YouTube
• 21 minutes
• On-Demand
• 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
• On-Demand
• Free Video

Data Science Dojo

Topology for Time Series

Explore topological algorithms for time series comparison using persistent homology. Learn implementation in R, understand caveats, and gain practical insights through live coding and dataset analysis.

• YouTube
• 34 minutes
• On-Demand
• Free Video

Part Time Larry

TimescaleDB - PostgreSQL for Time-Series Data

Explore TimescaleDB for efficient time-series data management in PostgreSQL, focusing on stock market applications and practical coding examples.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Alan Turing Institute

Time Series Class - Part 1 - Dr. Ioannis Papastathopoulos, University of Edinburgh

Learn fundamental concepts and advanced techniques in time series analysis, including ARMA models, state-space models, and neural networks for forecasting and inference.

• YouTube
• 1 hour 51 minutes
• On-Demand
• Free Video

Alan Turing Institute

Time Series Class - Part 2 - Professor Chris Williams, University of Edinburgh

Explore time series analysis, from moving average models to advanced state-space techniques and recurrent neural networks. Gain practical skills in parameter estimation, forecasting, and applying models to real-world data.

• YouTube
• 53 minutes
• On-Demand
• Free Video

Alan Turing Institute

Time Series Class - Part 1 - Dr Ioannis Papastathopoulos, University of Edinburgh

Learn fundamental concepts and advanced techniques for analyzing time series data, including ARMA models, state-space models, and neural networks for forecasting and inference.

• YouTube
• 1 hour 50 minutes
• On-Demand
• Free Video

Transformers for Time Series - Is the New State of the Art Approaching?

Explore transformer architectures for time series analysis, challenges in adapting NLP models, and their application in latency prediction for Kubernetes clusters.

• YouTube
• 54 minutes
• On-Demand
• 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
• On-Demand
• Free Video