Time Series Analysis Courses and Certifications

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Sequences, Time Series and Prediction

5157 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
• On-Demand
• Paid Course

Grafana Master Course - Time Series Data Visualization

1151 ratings at Udemy

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

• Udemy
• 3 hours 26 minutes
• On-Demand
• 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 a week
• On-Demand
• 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
• On-Demand
• Free Certificate

Time Series Analysis, Forecasting, and Machine Learning

3131 ratings at Udemy

Python for LSTMs, ARIMA, Deep Learning, AI, Support Vector Regression, +More Applied to Time Series Forecasting

• Udemy
• 23 hours 28 minutes
• On-Demand
• Paid Course

Mastering Time Series Forecasting with Python

139 ratings at Udemy

Learn Python, Time Series Model Additive, Multiplicative, AR, Moving Average, Exponential, ARIMA models

• Udemy
• 11 hours 39 minutes
• On-Demand
• Paid Course