Awesome List Updates on Feb 01, 2025
7 awesome lists updated today.
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1. Awesome Cl
Plotting / Third-party APIs
- plotly-user (⭐8) - Use plotly in your browser to explore data from a Common Lisp REPL. BSD_3Clause.
2. Awesome Agi Cocosci
Bayesian Modeling / Generative Model
- Image segmentation by data-driven markov chain monte carlo - IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002. [All Versions]. [Preprint]. This paper presents a computational paradigm called Data-Driven Markov Chain Monte Carlo (DDMCMC) for image segmentation in the Bayesian statistical framework. The paper contributes to image segmentation in four aspects. First, it designs efficient and well-balanced Markov Chain dynamics to explore the complex solution space and, thus, achieves a nearly global optimal solution independent of initial segmentations. Second, it presents a mathematical principle and a K-adventurers algorithm for computing multiple distinct solutions from the Markov chain sequence and, thus, it incorporates intrinsic ambiguities in image segmentation. Third, it utilizes data-driven (bottom-up) techniques, such as clustering and edge detection, to compute importance proposal probabilities, which drive the Markov chain dynamics and achieve tremendous speedup in comparison to the traditional jump-diffusion methods. Fourth, the DDMCMC paradigm provides a unifying framework in which the role of many existing segmentation algorithms, such as, edge detection, clustering, region growing, split-merge, snake/balloon, and region competition, are revealed as either realizing Markov chain dynamics or computing importance proposal probabilities. Thus, the DDMCMC paradigm combines and generalizes these segmentation methods in a principled way.
- A generative vision model that trains with high data efficiency and breaks text-based CAPTCHAs - Science, 2017. [All Versions]. [Preprint]. Learning from a few examples and generalizing to markedly different situations are capabilities of human visual intelligence that are yet to be matched by leading machine learning models. By drawing inspiration from systems neuroscience, this work introduces a probabilistic generative model for vision in which message-passing–based inference handles recognition, segmentation, and reasoning in a unified way. The model demonstrates excellent generalization and occlusion-reasoning capabilities and outperforms deep neural networks on a challenging scene text recognition benchmark while being 300-fold more data efficient. In addition, the model fundamentally breaks the defense of modern text-based CAPTCHAs (Completely Automated Public Turing test to tell Computers and Humans Apart) by generatively segmenting characters without CAPTCHA-specific heuristics.
3. Awesome Java
JVM and JDK / Text-Based User Interfaces
- Which JDK - Overview of common JVMs with pros and cons.
4. Awesome Graphql
Posts / React
5. Awesome Angular
Misc Components / Google Developer Experts
- ngx-gooey (⭐11) - The gooey effect for Angular, used for shape blobbing / metaballs.
6. Awesome Zsh Plugins
Plugins / superconsole - Windows-only
- nerd-font-check (⭐0) - Offers to install Nerd Fonts with brew if not present.
Themes / superconsole - Windows-only
- rie (⭐0) - Minimalist theme with decorators for username,
gitstatus and current directory.
- teajay (⭐0) - Adapted from murilasso and fishy themes. Includes decorators for
gitstatus, and path to current directory (collapsed to show only most relevant parts) and the exit code of last command run.
- torim (⭐0) - Inspired by the sorin (⭐7), asciiship (⭐23) and mh (⭐176k) themes. Includes decorators for user@hostname (when accessed by
ssh), truncated path to working directory, whether running as root, error code of last command run if it failed, current time, duration of long running commands, current virtual environment andgitstatus.
- vanan (⭐0) - Enhances your terminal with detailed
gitinformation. Also includes decorators forvi-mode and status of the last command run.
7. Awesome Fastapi
Utils / Other Tools
- FastAPI Listing (⭐51) - A library to design/build listing APIs using component-based architecture, inbuilt query paginator, sorter, django-admin like filters & much more.
Tutorials / Other Tools
- Async SQLAlchemy with FastAPI - Learn how to use SQLAlchemy asynchronously.
- Real-time data streaming using FastAPI and WebSockets - Learn how to stream data from FastAPI directly into a real-time chart.
- Running FastAPI applications in production - Use Gunicorn with systemd for production deployments.
- Streaming video with FastAPI - Learn how to serve video streams.
PaaS / Other Tools
IaaS / Other Tools
Serverless / Other Tools
- Next: Jan 31, 2025