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Neptune Blog

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

Featured

  • ML Model Development
  • Time Series

Machine Learning for Stock Price Prediction

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Katherine (Yi) Li
- 6 min
The stock market is known for being volatile, dynamic, and nonlinear. Accurate stock price prediction is extremely challenging because of multiple (macro and micro) factors, such as politics, global economic conditions, unexpected events, a...
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  • ML Model Development
  • Time Series

ARIMA vs Prophet vs LSTM for Time Series Prediction

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Konstantin Kutzkov
- 9 min
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  • Computer Vision
  • ML Model Development

How to Do Data Exploration for Image Segmentation and Object Detection (Things I Had to Learn the Hard Way)

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Jakub Cieślik
- 11 min
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  • ML Model Development
  • Tabular Data

Random Forest Regression: When Does It Fail and Why?

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Derrick Mwiti
- 4 min
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  • ML Model Development
  • Natural Language Processing

Text Classification: All Tips and Tricks from 5 Kaggle Competitions

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Shahul ES
- 4 min
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  • ML Model Development

6 GAN Architectures You Really Should Know

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Shibsankar Das
- 9 min
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  • Computer Vision
  • ML Model Development

Image Segmentation: Architectures, Losses, Datasets, and Frameworks

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Derrick Mwiti Katherine (Yi) Li
- 10 min
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  • ML Model Development
  • Natural Language Processing

Document Classification: 7 Pragmatic Approaches for Small Datasets

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Shahul ES
- 8 min
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  • ML Model Development

Keras Metrics: Everything You Need to Know

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Derrick Mwiti
- 6 min
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  • ML Model Development
  • MLOps

Machine Learning Experiment Management: How to Organize Your Model Development Process

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Jakub Czakon Siddhant Sadangi
- 11 min
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  • ML Model Development

F1 Score vs ROC AUC vs Accuracy vs PR AUC: Which Evaluation Metric Should You Choose?

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Jakub Czakon
- 8 min
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  • ML Model Development

20 Evaluation Metrics for Binary Classification (And When to Use Them)

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Jakub Czakon
- 12 min
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