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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.

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  • 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

Knowledge Distillation: Principles, Algorithms, Applications

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Sundeep Teki
- 8 min
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  • ML Model Development

How to Choose a Learning Rate Scheduler for Neural Networks

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

Bayesian Neural Networks—Implementing, Training, Inference With the JAX Framework

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Piotr Januszewski
- 10 min
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  • ML Model Development

Exploring Clustering Algorithms: Explanation and Use Cases

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Aravind CR
- 18 min
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  • ML Model Development

How to Do Model Visualization in Machine Learning?

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Nilesh Barla Abhishek Jha
- 16 min
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  • ML Model Development

How to Compare Machine Learning Models and Algorithms

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Samadrita Ghosh
- 9 min
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  • ML Model Development
  • MLOps

Doing ML Model Performance Monitoring The Right Way

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Konstantin Kutzkov
- 6 min
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  • ML Model Development

Balanced Accuracy: When Should You Use It?

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Motunrayo Olugbenga
- 8 min
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  • ML Model Development

How to Improve ML Model Performance [Best Practices From Ex-Amazon AI Researcher]

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Sundeep Teki Aayush Bajaj
- 12 min
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  • Computer Vision
  • ML Model Development

Self-Driving Cars With Convolutional Neural Networks (CNN)

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Nilesh Barla
- 12 min
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  • ML Model Development
  • Time Series

Machine Learning for Stock Price Prediction

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Katherine (Yi) Li
- 6 min
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  • ML Model Development
  • ML Tools

In-depth Guide to ML Model Debugging and Tools You Need to Know

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Akruti Acharya
- 9 min
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