Time Series Analysis Courses and Certifications

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 Modelling and State Space Models - Professor Chris Williams, University of Edinburgh

Explore time series modeling, including ARMA models, Hidden Markov Models, and Kalman filtering. Learn parameter estimation, inference techniques, and advanced topics in state-space models.

• YouTube
• 1 hour 35 minutes
• On-Demand
• Free Video

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

Séries Temporais e Análises Preditivas: O Curso Completo

1160 ratings at Udemy

Domine a Ciência de Prever o Futuro com Técnicas Estatísticas usando R

• Udemy
• 6 hours 4 minutes
• On-Demand
• Paid Course

The Universality and Predictability of Technology Diffusion

Explore the universal patterns of technology diffusion across diverse fields, from monasteries to mobile phones, and learn how to forecast future deployment using advanced time series models.

• YouTube
• 1 hour 16 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

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

Shaw Talebi

Smoothing Crypto Time Series with Wavelets - Real-world Data Project

Explore real-world data science through crypto time series smoothing. Learn moving averages, polynomial fits, Fourier transforms, and wavelet decomposition techniques for financial data analysis.

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

NPTEL-NOC IITM

Granger Causal Model: Introduction and Application in Regression Analysis

Explore the Granger Causal model, an application of regression that attempts to address causality in data analysis beyond mere correlation.

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

Data Council

Hierarchical Forecasting in Python - Introduction to the Hierarchical Forecast Library

Explore open-source Hierarchical Forecast library for time series datasets, featuring reconciliation algorithms, preprocessed data, evaluation metrics, and statistical baseline models.

• YouTube
• 25 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

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

Centre de recherches mathématiques - CRM

Auto-regressive Approximations to Non-stationary Time Series: Inference and Applications

Explore auto-regressive approximations for non-stationary time series, covering inference methods and practical applications in forecasting, estimation, and resampling.

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

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Fourier Phase Index for Extracting Signatures of Determinism and Nonlinear Features in Time Series

Explore a novel method for analyzing time series data, extracting deterministic signatures and nonlinear features using the Fourier Phase Index.

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