Model Hubs & Serving

Megatron-DeepSpeed

Advanced deep learning model training with MoE and Curriculum Learning support.

Status
Not yet determined
Last checked
Checked · Oct 12, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

Megatron-DeepSpeed is a powerful tool for training large-scale deep learning models, offering features such as Mixture of Experts (MoE) model training, Curriculum Learning, and 3D Parallelism. It extends NVIDIA's Megatron-LM with additional capabilities to enhance the efficiency and effectiveness of model training.

Megatron-DeepSpeed stands out by offering a robust set of advanced features for deep learning model training, including Mixture of Experts and Curriculum Learning, which are not commonly found in other tools.

When it fits — and when it doesn’t

A good fit for

  • Teams requiring advanced techniques like MoE and Curriculum Learning for model training

  • Developers working on large-scale deep learning projects who need efficient scaling solutions

  • Researchers looking to optimize their model training processes with cutting-edge features

Look elsewhere if

  • Projects that do not require the advanced capabilities of MoE or Curriculum Learning

  • Teams without the technical expertise to implement and manage complex distributed training setups

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Complex setup and configuration

    Requires detailed knowledge of deep learning frameworks and parallel computing configurations

What it does well

  • Mixture of Experts (MoE) model training support

  • Curriculum Learning for efficient training

  • 3D Parallelism for improved scalability

  • Integration with DeepSpeed for performance optimization

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Megatron-DeepSpeed

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →