Awesome List Updates on Oct 11, 2024

7 awesome lists updated today.

1. Awesome Polars

How to Learn the Polars DataFrame Library ⏳ 65 min - A video that enables to learn practical techniques for data manipulation and advanced transformations by @kimfetti. Associated github repo is here (⭐36).

Learning Triadic Belief Dynamics in Nonverbal Communication from Videos - CVPR'21, 2021. [All Versions]. [Preprint]. This paper incorporates different nonverbal communication cues (e.g., gaze, human poses, and gestures) to represent, model, learn, and infer agents' mental states from pure visual inputs. Crucially, such a mental representation takes the agent's belief into account so that it represents what the true world state is and infers the beliefs in each agent's mental state, which may differ from the true world states. By aggregating different beliefs and true world states, the model essentially forms "five minds" during the interactions between two agents. This "five minds" model differs from prior works that infer beliefs in an infinite recursion; instead, agents' beliefs are converged into a "common mind". Based on this representation, this work further devises a hierarchical energy-based model that jointly tracks and predicts all five minds. From this new perspective, a social event is interpreted by a series of nonverbal communication and belief dynamics, which transcends the classic keyframe video summary.

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rulego (⭐950) - RuleGo is a lightweight, high-performance, embedded, orchestrable component-based rule engine for IoT edge.

jacek-kurlit/pik (⭐209) [pik] - A TUI command line tool that helps to find and kill processes

Name: Pneuhaus

Locations: [Island]

Keywords: using inflatables to investigate the fundamental properties of perceptual experience in order to incite curiosity and wonder

Langfuse: Open source LLM engineering platform: Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. #opensource (⭐7.9k)