Time Series Analysis Courses and Certifications

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

Open Data Science

Frontiers of Foundation Models for Time Series Analysis and Applications

Explore groundbreaking applications of GPT-inspired architectures in time series modeling, from climate science to healthcare, with insights from USC machine learning expert Yan Liu on capturing dynamic patterns across domains.

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

USC Information Sciences Institute

Do We Need Large Language Models for Time Series? - Understanding LLMs' Limitations in Time Series Analysis

Explore the limitations and potential of Large Language Models in time-series analysis, examining their effectiveness compared to traditional methods for applications in finance and healthcare.

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

NPTEL-NOC IITM

Time Series Analysis - Trends, Seasonality, Stationarity and Correlations - Lecture 21

Master time series analysis fundamentals including trends, seasonality, stationarity, and correlations in this comprehensive 31-minute lecture.

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

Python Tutorials for Digital Humanities

Time Series Analysis on a GPU with Pandas and cuDF - Episode 7

Discover how to accelerate time series analysis using cuDF, a GPU-powered Pandas alternative, to efficiently process and visualize historical newspaper data with practical demonstrations on a high-performance workstation.

• YouTube
• 11 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

Sequences, Time Series and Prediction

5161 ratings at Coursera

Course 4 of the deeplearning.ai TensorFlow Specialization will teach you how to solve time series and forecasting problems using RNNs, ConvNets, and the WaveNet architecture.

• Coursera
• 21 hours 43 minutes
• Self-Paced
• Paid Course

Learning Time Series with Interventions

24 ratings at edX

An in-depth introduction to time series analysis, from learning structured models to predictions and reinforcement learning, with hands-on projects - Part of the MITx MicroMasters program in Statistics and Data Science.

• edX
• 14 weeks, 10-14 hours/week
• Self-Paced
• Free Online Course (Audit)

Introduction to RNNs for Time Series Analysis

Master RNN, LSTM, and GRU models for time series forecasting and classification using PyTorch with hands-on data preprocessing, model building, and performance evaluation techniques.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

MathWorks

Data-Driven Forecasting for Sustainability

1 rating

Develop forecasting skills for impactful, data-driven sustainability solutions.

• edX
• 1 week, 4-8 hours/week
• Self-Paced
• Free Online Course (Audit)

Coursera

Time Series Mastery: Forecasting with ETS, ARIMA, Python

45 ratings at Coursera

Comprehensive introduction to time series analysis and forecasting, covering ETS, ARIMA, and advanced techniques. Learn to apply these methods to real-world data for accurate predictions and informed decision-making.

• Coursera
• 2 hours 20 minutes
• Self-Paced
• Paid Course

Demand Forecasting Using Time Series

39 ratings at Coursera

Explore time series analysis for demand forecasting, covering stationarity, trends, autocorrelation, and predictive models like ARIMA. Gain practical skills in Python for effective supply chain management.

• Coursera
• 9 hours 23 minutes
• Self-Paced
• Paid Course

Grafana Master Course - Time Series Data Visualization

1157 ratings at Udemy

Query, Visualize, Alert on and understand your Metrics. Create, Explore and Share Dashboards using Grafana

• Udemy
• 3 hours 26 minutes
• Self-Paced
• Paid Course

Credential

Analyzing Time Series and Sequential Data

11 ratings at Coursera

Explore time series analysis, create features, build forecasting systems, and model sequential data using SAS tools. Master techniques for large-scale data projects and predictive modeling.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

Introduction to Time Series

Learn to analyze and forecast time series data using ARMA, ARIMA, and SARIMA models. Master statistical techniques, model selection, and practical applications with R for effective data-driven decision-making.

• Coursera
• 2 days 3 hours 38 minutes
• Self-Paced
• Paid Course