Machine Learning

Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models – The Berkeley Artificial Intelligence Research Blog

TL;DR: Text Prompt -> LLM -> Intermediate Representation (such as an image layout) -> Stable Diffusion -> Image. Recent advancements in text-to-image...

8 Built-in Python Decorators to Write Elegant Code

Image by Editor   Python, with its clean and readable syntax, is a widely used high-level programming language. Python is designed for ease of use...

A flexible library for auditing differential privacy – Google Research Blog

Posted by Mónica Ribero Díaz, Research Scientist, Google Research Differential privacy (DP) is a property of randomized mechanisms that limit the influence of any...

Advanced Selection from Tensors in Pytorch | by Oliver S | Feb, 2024

Using torch.index_select, torch.gather and torch.takeIn some situations, you’ll need to do some advanced indexing / selection with Pytorch, e.g. answer the question: “how...

Generating 3D Molecular Conformers via Equivariant Coarse-Graining and Aggregated Attention – The Berkeley Artificial Intelligence Research Blog

<!-- --> Figure 1: CoarsenConf architecture. <!-- (I) The encoder $q_phi(z| X, mathcal{R})$ takes the fine-grained (FG) ground truth conformer $X$, RDKit...

5 Airflow Alternatives for Data Orchestration

Image by Author   Data orchestration has become a critical component of modern data engineering, allowing teams to streamline and automate their data workflows....

Learning the importance of training data under concept drift – Google Research Blog

Posted by Nishant Jain, Pre-doctoral Researcher, and Pradeep Shenoy, Research Scientist, Google Research The constantly changing nature of the world around us poses a...

Benchmarking Snowflake Cortex against Scikit-Learn on a real-life forecasting use-case. | by Pierre-Louis Bescond | Feb, 2024

One of the most trending cloud-based Data platforms, Snowflake, now embeds advanced modeling features and I gave a shot to the forecasting one.A...

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Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

Recent advances in Large Language Models (LLMs) enable exciting LLM-integrated applications. However, as LLMs have improved,...

Transform Customer Feedback into Actionable Insights with CrewAI and Streamlit | by Alan Jones | Dec, 2024

AI for BIBuild an AI-powered app to analyze unstructured feedback, generate insightful reports, and create interactive visualizationsNew AI...

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