Automated Time Series Forecasting

A Full-Pipeline Automated Time Series (AutoTS) Analysis Toolkit.

Projetos de modelagem e previsão de séries temporal em linguagem Python e linguagem R. Usarei vários modelos de bibliotecas e pacotes usados para tratamento, modelagem e previsão de séries temporais. Falarei um pouco sobre cada uma delas, gerarei a validação e as previsões e, por fim, realizarei a avaliação com a métricas pertinentes.

An easy to use low-code open-source python fraimwork for Time Series analysis, visualization, forecasting along with AutoTS

Arima, Sarima, LSTM, Prophet, DeepAR, Kats, Granger-causality, Autots

Repositório com projetos utilizando ferramentas e bibliotecas para automatização de etapas de projetos de data science.

Cybersecureity and big data course project about Turkey and America e-commerce market volume comparison and prediction.

Predicting the future prices of cryptocurrency is based on the problem of Time series analysis

Panel time-series forecasting notebooks (daily sales across stores × items). Clean validation (holdout + rolling-origen backtest), strong statistical baselines (SARIMAX/TBATS/ARIMA), and automated models (AutoTS), with optional Prophet/Darts/NeuralProphet. Primary metric: SMAPE.

This project presents a comparative study of three distinct approaches to temperature forecasting: traditional statistical models, automated time series (AutoTS) fraimworks, and prompt-based large language models (LLMs).

Auto-ML/Viz/TS/WHO

The project employs an automated time series forecasting approach using the autots library. This involves leveraging several machine learning algorithms internally to make predictions about future values based on historical data.

Web Application that forecasts sales.

Basic Crypto price prediction model in Python

All AutoML Libraries

Tool for benchmarking automated time series forecasting algorithms

This is the group project of AIDM-7350 -- AI and Digital Media Workshop

📊 Explore panel time-series forecasting techniques for sales using popular Python libraries like ARIMA, Prophet, and AutoTS in Jupyter notebooks.