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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 Tools
  • MLOps

MLOps Landscape in 2025: Top Tools and Platforms

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Stephen Oladele
- 26 min
As you delve into the landscape of MLOps in 2025, you will find a plethora of tools and platforms that have gained traction and are shaping the way models are developed, deployed, and monitored. To provide you with a comprehensive overview,...
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  • ML Tools

When to Choose CatBoost Over XGBoost or LightGBM [Practical Guide]

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Brain John
- 8 min
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  • ML Tools
  • MLOps

Top 10 Best Machine Learning Tools for Model Training

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Samadrita Ghosh
- 5 min
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  • ML Model Development
  • ML Tools

How to Use Google Colab for Deep Learning – Complete Tutorial

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Harshit Dwivedi
- 8 min
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  • ML Tools

Best 7 Data Version Control Tools That Improve Your Workflow With Machine Learning Projects

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Jakub Czakon
- 5 min
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  • ML Tools

Most Used Tools, Frameworks, and Libraries in Machine Learning Industry (Roundup)

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Gopal Singh Panwar
- 5 min
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  • ML Model Development
  • ML Tools

Gumbel Softmax Loss Function Guide + How to Implement it in PyTorch

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Aayush Bajaj
- 5 min
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  • ML Model Development
  • ML Tools

Plotly Python Tutorial for Machine Learning Specialists

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Derrick Mwiti
- 4 min
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  • ML Tools

Pandas Plot: Deep Dive Into Plotting Directly With Pandas

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Parul Pandey
- 6 min
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  • ML Tools
  • Reinforcement Learning

The Best Tools for Reinforcement Learning in Python You Actually Want to Try

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Vladimir Lyashenko Piotr Januszewski
- 13 min
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  • Computer Vision
  • ML Tools

Image Processing in Python: Algorithms, Tools, and Methods You Should Know

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Neetika Khandelwal
- 9 min
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  • ML Tools

Best Machine Learning as a Service Platforms (MLaaS) That You Want to Check as a Data Scientist

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Gopal Singh Panwar
- 8 min
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  • ML Tools
  • MLOps

Machine Learning as a Service: What It Is, When to Use It and What Are the Best Tools Out There

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Ejiro Onose
- 7 min
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  • Computer Vision
  • ML Tools

Top 8 Image-Processing Python Libraries Used in Machine Learning

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Gopal Singh Panwar
- 4 min
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