# Training Models

## How to Train Deep Learning Models Using Deep Lake

Deep Lake provides [dataloaders](https://docs-v3.activeloop.ai/examples/dl/dataloaders) that can be used as a drop-in replacements in existing training scripts. The benefits of Deep Lake dataloaders is their data streaming speed and compatibility with [Deep Lakes query engine](https://docs-v3.activeloop.ai/examples/tql), which enables users to rapidly filter their data and connect it to their GPUs.

Below is a series of tutorials for training models using Deep Lake.

{% content-ref url="training-models/training-classification-pytorch" %}
[training-classification-pytorch](https://docs-v3.activeloop.ai/examples/dl/tutorials/training-models/training-classification-pytorch)
{% endcontent-ref %}

{% content-ref url="training-models/training-od-and-seg-pytorch" %}
[training-od-and-seg-pytorch](https://docs-v3.activeloop.ai/examples/dl/tutorials/training-models/training-od-and-seg-pytorch)
{% endcontent-ref %}

{% content-ref url="training-models/training-lightning" %}
[training-lightning](https://docs-v3.activeloop.ai/examples/dl/tutorials/training-models/training-lightning)
{% endcontent-ref %}

{% content-ref url="training-models/splitting-datasets-training" %}
[splitting-datasets-training](https://docs-v3.activeloop.ai/examples/dl/tutorials/training-models/splitting-datasets-training)
{% endcontent-ref %}

{% content-ref url="training-models/training-sagemaker" %}
[training-sagemaker](https://docs-v3.activeloop.ai/examples/dl/tutorials/training-models/training-sagemaker)
{% endcontent-ref %}

{% content-ref url="training-models/training-mmdet" %}
[training-mmdet](https://docs-v3.activeloop.ai/examples/dl/tutorials/training-models/training-mmdet)
{% endcontent-ref %}

{% content-ref url="../playbooks/training-reproducibility-wandb" %}
[training-reproducibility-wandb](https://docs-v3.activeloop.ai/examples/dl/playbooks/training-reproducibility-wandb)
{% endcontent-ref %}

{% content-ref url="../playbooks/training-with-lineage" %}
[training-with-lineage](https://docs-v3.activeloop.ai/examples/dl/playbooks/training-with-lineage)
{% endcontent-ref %}