🤖🧠 Diffusion Transformers with Representation Autoencoders (RAE): The Next Leap in Generative AI
🗓️ 14 Oct 2025
📚 AI News & Trends
Diffusion Transformers (DiTs) have revolutionized image and video generation enabling stunningly realistic outputs in systems like Stable Diffusion and Imagen. However, despite innovations in transformer architectures and training methods, one crucial element of the diffusion pipeline has remained largely stagnant- the autoencoder that defines the latent space. Most current diffusion models still depend on Variational ...
#DiffusionTransformers #RAE #GenerativeAI #StableDiffusion #Imagen #LatentSpace
🗓️ 14 Oct 2025
📚 AI News & Trends
Diffusion Transformers (DiTs) have revolutionized image and video generation enabling stunningly realistic outputs in systems like Stable Diffusion and Imagen. However, despite innovations in transformer architectures and training methods, one crucial element of the diffusion pipeline has remained largely stagnant- the autoencoder that defines the latent space. Most current diffusion models still depend on Variational ...
#DiffusionTransformers #RAE #GenerativeAI #StableDiffusion #Imagen #LatentSpace
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Question:
What is type hinting in Python, and how does it enhance code quality?
Answer:👉 @DataScienceQ
What is type hinting in Python, and how does it enhance code quality?
Answer:
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Forwarded from Python | Machine Learning | Coding | R
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Instant geodata visualization from the command line
Now you can interactively view raster and vector layers without launching a desktop GIS or Jupyter.
Just run:
Then visualize data with a single command:
Need to customize the display:
These CLI utilities are based on Leafmap, MapLibre, and LocalTileserver and support all formats compatible with rasterio and geopandas.
See here: https://github.com/opengeos/leafmap
👉 @codeprogrammer
Now you can interactively view raster and vector layers without launching a desktop GIS or Jupyter.
Just run:
pip install "leafmap[viewer]"
Then visualize data with a single command:
view-raster /path/to/raster.tif
view-vector /path/to/vector.geojsonNeed to customize the display:
view-raster /path/to/raster.tif --band 1 --colormap coolwarm
view-vector /path/to/vector.geojson --style liberty
These CLI utilities are based on Leafmap, MapLibre, and LocalTileserver and support all formats compatible with rasterio and geopandas.
See here: https://github.com/opengeos/leafmap
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