vae decoder for ldm, vae, generative models
Reconstruct images from latent.
77 technical terms and definitions
Reconstruct images from latent.
Compress images to latent.
Value alignment ensures model objectives match human values and intentions.
Ensure AI behavior aligns with human values.
Vector autoregression models multiple time series jointly where each variable depends linearly on its own lags and lags of other variables.
Variable air volume systems adjust airflow based on demand reducing fan energy consumption.
Suggest meaningful variable names.
Variable speed drives adjust motor speed to demand reducing energy versus fixed-speed operation.
Variance grows during process.
Maintain variance during process.
Apply VAE to discrete text generation.
Variational filtering approximates posterior distributions in state space models through optimization.
Approximate Bayesian inference.
Hybrid quantum-classical optimization.
Hybrid quantum-classical algorithm.
Hybrid quantum-classical for molecular energies.
Variational RNNs use stochastic latent variables enabling probabilistic sequence modeling and generation.
Vast.ai marketplace connects GPU renters and providers. Cheap spot GPUs. Variable reliability.
Vapnik-Chervonenkis dimension measures model complexity as the largest set of points that can be shattered by the hypothesis class.
A vector DB stores embeddings and lets you do similarity search. Core component for RAG and semantic search systems.
Vector quantization clusters weight vectors into codebook enabling shared representations.
Vectorization uses SIMD instructions processing multiple data elements per instruction.
Vendor qualification evaluates potential suppliers through audits capability assessments and trial productions before approval.
Verification models validate draft predictions accepting or rejecting tokens.
Vertex AI is Google Cloud ML platform. AutoML, custom training, serving. Gemini integration.
Vertical federated learning trains on different features of same samples across parties.
Via chains connect metal layers through long strings of vias testing via yield and resistance.
Series of vias to test reliability.
Vicuna fine-tunes on user-shared conversations from ChatGPT achieving strong performance.
Generate descriptions of videos.
Generate videos with diffusion.
Video diffusion models extend image diffusion to temporal dimension for video synthesis.
Modify videos via diffusion.
Video generation synthesizes temporally coherent sequences of frames.
Generate video sequences from text or images.
Video inpainting fills missing regions across time maintaining temporal coherence.
Fill missing regions in video.
Video prediction forecasts future frames given observed sequence.
Video super-resolution increases spatial resolution leveraging temporal information.
Swin transformer adapted to video.
Various transformer designs for video.
Learn from video-text pairs.
Adversarial regularization for semi-supervised.
Computationally screen compound libraries.
Apply SSM to visual tasks.
Different ViT architectures.
Scaling ViT to billions of parameters and massive datasets.
Generate text describing images.
Deep integration of vision and language understanding.
Models trained to understand both images and text together.