--- description: Get in-depth insights about Ultralytics Tiny Encoder Modules such as Conv2d_BN, MBConv, ConvLayer, Attention, BasicLayer, and TinyViT. Improve your understanding of machine learning model components. keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, BasicLayer, TinyViT, Machine learning modules, Ultralytics models --- ## Conv2d_BN --- ### ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN <br><br> ## PatchEmbed --- ### ::: ultralytics.models.sam.modules.tiny_encoder.PatchEmbed <br><br> ## MBConv --- ### ::: ultralytics.models.sam.modules.tiny_encoder.MBConv <br><br> ## PatchMerging --- ### ::: ultralytics.models.sam.modules.tiny_encoder.PatchMerging <br><br> ## ConvLayer --- ### ::: ultralytics.models.sam.modules.tiny_encoder.ConvLayer <br><br> ## Mlp --- ### ::: ultralytics.models.sam.modules.tiny_encoder.Mlp <br><br> ## Attention --- ### ::: ultralytics.models.sam.modules.tiny_encoder.Attention <br><br> ## TinyViTBlock --- ### ::: ultralytics.models.sam.modules.tiny_encoder.TinyViTBlock <br><br> ## BasicLayer --- ### ::: ultralytics.models.sam.modules.tiny_encoder.BasicLayer <br><br> ## LayerNorm2d --- ### ::: ultralytics.models.sam.modules.tiny_encoder.LayerNorm2d <br><br> ## TinyViT --- ### ::: ultralytics.models.sam.modules.tiny_encoder.TinyViT <br><br>