Neptune Blog

Learn from AI/ML engineers, researchers, and folks building foundation models: best practices, tool reviews, and real-world examples.

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ML Model Development
Time Series

ARIMA vs Prophet vs LSTM for Time Series Prediction

Konstantin Kutzkov

- 9 min

Assuming we subscribe to a linear understanding of time and causality, as Dr. Sheldon Cooper says, then representing historical events as a series of values and features observed over time provides the foundations for learning from the past...

ML Model Development
Time Series

How to Select a Model For Your Time Series Prediction Task [Guide]

Joos Korstanje

- 13 min

ML Model Development
Time Series

Anomaly Detection in Time Series

Aayush Bajaj

- 12 min

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ML Tools
Time Series

Time Series Projects: Tools, Packages, and Libraries That Can Help

Enes Zvorničanin

- 11 min

ML Model Development
Time Series

ARIMA vs Prophet vs LSTM for Time Series Prediction

Konstantin Kutzkov

- 9 min

ML Model Development
Time Series

How to Select a Model For Your Time Series Prediction Task [Guide]

Joos Korstanje

- 13 min

Time Series

Time Series Prediction: How Is It Different From Other Machine Learning? [ML Engineer Explains]

Aayush Bajaj

- 7 min

ML Model Development
Time Series

Machine Learning for Stock Price Prediction

Katherine (Yi) Li

- 6 min

ML Model Development
Time Series

ARIMA & SARIMA: Real-World Time Series Forecasting

Aayush Bajaj

- 8 min

ML Model Development
Time Series

Anomaly Detection in Time Series

Aayush Bajaj

- 12 min

ML Model Development
Time Series

Time Series Forecasting: Data, Analysis, and Practice

Akshay P Jain

- 9 min

Transition Hub

Train FM

State of Foundation Model Training Report 2025

Transition Hub

Train FM

State of Foundation Model Training Report 2025

Neptune Blog

Featured

ARIMA vs Prophet vs LSTM for Time Series Prediction

How to Select a Model For Your Time Series Prediction Task [Guide]

Anomaly Detection in Time Series

See all

Time Series Projects: Tools, Packages, and Libraries That Can Help

ARIMA vs Prophet vs LSTM for Time Series Prediction

How to Select a Model For Your Time Series Prediction Task [Guide]

Time Series Prediction: How Is It Different From Other Machine Learning? [ML Engineer Explains]

Machine Learning for Stock Price Prediction

ARIMA & SARIMA: Real-World Time Series Forecasting

Anomaly Detection in Time Series

Time Series Forecasting: Data, Analysis, and Practice

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