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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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  • ML Model Development
  • ML Tools

Experiment Tracking in Kubeflow Pipelines

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Mateusz Kwasniak
- 5 min
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  • ML Model Development

Vanishing and Exploding Gradients in Neural Network Models: Debugging, Monitoring, and Fixing

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Katherine (Yi) Li
- 7 min
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  • ML Model Development

Self-Supervised Learning and Its Applications

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Deval Shah Abhishek Jha
- 12 min
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  • ML Model Development

GANs Failure Modes: How to Identify and Monitor Them

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Tanay Agrawal
- 8 min
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  • ML Model Development

How to Deal With Imbalanced Classification and Regression Data

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Prince Canuma
- 11 min
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  • ML Model Development
  • MLOps

Distributed Training: Guide for Data Scientists

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Mirza Mujtaba
- 7 min
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  • ML Model Development

7 Cross-Validation Mistakes That Can Cost You a Lot [Best Practices in ML]

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Shahul ES
- 5 min
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  • Computer Vision
  • ML Model Development

Pix2pix: Key Model Architecture Decisions

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Nilesh Barla
- 10 min
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  • ML Model Development

K-Means Clustering Explained

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Natasha Sharma
- 12 min
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  • ML Model Development

Dimensionality Reduction for Machine Learning

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Nilesh Barla
- 10 min
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  • ML Model Development
  • Reinforcement Learning

Continuous Control With Deep Reinforcement Learning

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Piotr Januszewski
- 5 min
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  • ML Model Development

9 Steps of Debugging Deep Learning Model Training

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Konstantin Kutzkov
- 7 min
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