Search Results for "classification" - Page 31

Showing 774 open source projects for "classification"

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  • 1
    CLIP-ViT-bigG-14-laion2B-39B-b160k

    CLIP-ViT-bigG-14-laion2B-39B-b160k

    CLIP ViT-bigG/14: Zero-shot image-text model trained on LAION-2B

    ...Developed by LAION and trained by Mitchell Wortsman on Stability AI’s compute infrastructure, it pairs a ViT-bigG/14 vision transformer with a text encoder to perform contrastive learning on image-text pairs. This model excels at zero-shot image classification, image-to-text and text-to-image retrieval, and can be adapted for tasks such as image captioning or generation guidance. It achieves an impressive 80.1% top-1 accuracy on ImageNet-1k without any fine-tuning, showcasing its robustness in open-domain settings. Its training dataset is uncurated and web-sourced, meaning it reflects the biases and risks of large-scale internet data. ...
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  • 2
    Keeping up with multiple, high traffic, mailing lists can be a fool's errand. Machine learning and automatic text classification have for many years promised a better solution to this problem. This project seeks to put that promise to the test.
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  • 3
    Support For Card Games in Python. In particular, support for Poker, with classes for Cards, Decks, Hands, Tables, Hand Classification, and AI for hand play.
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  • 4
    A set of classes designed to simplify game development using the DarkGDK library. Provides a command classification hierarchy, class entities representing the main DarkGDK entities, and automatic management of entity indices.
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  • 5
    SAAT Semi-Automated Annotation Tools
    SAAT Semi-Automated Annotation Tools The Medical University Graz, in cooperation with the Fraunhofer Institute for Biomedical Engineering IBMT is developing the SAAT - Semi-Automated Annotation Tools in the CRIP context.
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  • 6
    An application allowing extensive mood-based sound and lighting control by connecting analysis-based and social networking-based classification of large music collections with an interface for lighting control via Arduino-compatible boards.
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  • 7

    netboost

    boosting algo to reveal network generation mechansisms

    ...The Drosophila melanogaster protein network is confidently and robustly (to noise and training data subsampling) classified as a duplication–mutation–complementation network over preferential attachment, small-world, and a duplication–mutation mechanism without complementation. Systematic classification, rather than statistical study of specific properties, provides a discriminative approach to understand the design of complex networks
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  • 8
    nBoost is a suite of boosting algorithms designed to solve binary classification problems on data that is not linearly separable by a convex combination of base hypotheses, i.e. noisy data. WARNING: Active development. Underlying algorithm is unstable.
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  • 9
    FuX

    FuX

    Are you a composer looking for ideas? Or do you just enjoy listening..

    ...A detailed description of both these rules and the algorithm can be found in the publications available here. From a large collection of existing music, a model was developed that allows the classification of musical pieces per composer. This model was then integrated in the VNS. Version 2.0 of FuX uses this model to generate counterpoint with composer-specific characteristics based on the user's input.
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  • 10
    A set of classes for Natural Language Processing in PHP for: 1. Part of speech Tagging - Brill, n-gram, HMM 2. Princeton Wordnet querying and access 3. Document summarization 4. Document classification - EM, Bayes 5. Stemming - Porter, Lancaster
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  • 11
    Entity is a generic class for PHP that abstracts the basic CRUD operations from the user. Built-in classification of entity data allows for rapid development of custom solutions by cutting out 40-60% of "grunt" work.
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  • 12
    Librarian is intelligent text classification system. That provide you with the access to your electronic document based on a hierarchical system of classifications.
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  • 13

    Cinefile

    A category-based approach to exploring film data.

    ...It allows the user to identify abstract categories of films by providing examples of category members, learns to classify films as belonging or not belonging to those categories, and provides a graphical interface for exploring and comparing categories. Cinefile is designed to work with data retrieved from the Internet Movie Database (imdb.com). This data is used for classification and is the subject of the category-based analysis. Cinefile was developed by the University of Mary Washington's Computer Science department (http://cas.umw.edu/computerscience).
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  • 14
    Multi Expression Programming is a genetic programming method that encodes multiple solutions. It aims to solve difficult problems like classification or symbolic regression.
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  • 15

    GouvernAI — Claude Code Plugin

    Make your AI agent reach flow state safely

    GouvernAI plugin is permissive with your AI agent where risk is low. Conservative where it matters. Invisible everywhere else. GouvernAI is a Claude Code plugin with two enforcement layers. ~60% of typical actions (reads, drafts, navigation) flow through with zero friction. Guardrails only activate when risk is real. Skill layer: classifies actions across 4 risk tiers — T1 excluded, T2 notifies, T3 pauses for approval, T4 requires full stop with risk assessment. Escalation rules bump...
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  • 16
    Data Mining Platform is a platform for data mining and analysis. It contains many of the new and sophisticated methods such as kernel-based classification, two-way clustering, bayesian networks, pattern recognition for time series analysis and many other
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  • 17
    layoutlm-base-uncased

    layoutlm-base-uncased

    Multimodal Transformer for document image understanding and layout

    ...It achieves state-of-the-art results in form understanding and information extraction benchmarks. This model is particularly useful for document AI applications like document classification, question answering, and named entity recognition.
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  • 18
    bge-small-en-v1.5

    bge-small-en-v1.5

    Compact English sentence embedding model for semantic search tasks

    ...It is compatible with popular libraries such as FlagEmbedding, Sentence-Transformers, and Hugging Face Transformers. The model achieves competitive results on the MTEB benchmark, especially in retrieval and classification tasks. With only 33.4M parameters, it provides a strong balance of accuracy and performance for English-only use cases.
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  • 19
    Rampart

    Rampart

    Lightweight on-device model for private AI text redaction

    ...Rather than relying on server-side filtering, Rampart performs token-level PII detection locally, enabling privacy-preserving AI interactions with minimal latency and without exposing sensitive information to external services. The released model is a 14.7 MB ONNX artifact based on a fine-tuned MiniLM-L6-H384 encoder with approximately 18.5 million parameters and a 35-label BIO classification head covering 17 entity types. It works alongside a deterministic recognizer that handles structured identifiers such as phone numbers and IDs, forming a defense-in-depth client-side redaction system. Rampart supports English, Spanish, French, German, Italian, Portuguese, and Dutch, and is designed to run efficiently even on older devices, making it suitable for browsers, mobile and applications.
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  • 20
    mms-300m-1130-forced-aligner

    mms-300m-1130-forced-aligner

    CTC-based forced aligner for audio-text in 158 languages

    ...It supports forced alignment between audio and corresponding text across 158 languages, offering broad multilingual coverage. The model enables accurate word- or phoneme-level timestamping using Connectionist Temporal Classification (CTC) emissions. Unlike other tools, it provides significant memory efficiency compared to the TorchAudio forced alignment API. Users can integrate it easily through the Python package ctc-forced-aligner, and it supports GPU acceleration via PyTorch. The alignment pipeline includes audio processing, emission generation, tokenization, and span detection, making it suitable for speech analysis, transcription syncing, and dataset creation. ...
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  • 21
    bge-base-en-v1.5

    bge-base-en-v1.5

    Efficient English embedding model for semantic search and retrieval

    ...It is a fine-tuned BERT-based model designed to produce high-quality, semantically meaningful embeddings for tasks like semantic similarity, information retrieval, classification, and clustering. This version (v1.5) improves retrieval performance and stabilizes similarity score distribution without requiring instruction-based prompts. With 768 embedding dimensions and a maximum sequence length of 512 tokens, it achieves strong performance across multiple MTEB benchmarks, nearly matching larger models while maintaining efficiency. ...
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  • 22
    ExoPlanet

    ExoPlanet

    GUI based toolkit for running common Machine Learning algorithms.

    ExoPlanet provides a graphical interface for the construction, evaluation and application of a Machine Learning model in predictive analysis. With the back-end built using the numpy and scikit-learn libraries, as a toolkit, ExoPlanet couples fast and well tested algorithms, a UI designed over the Qt4 framework, and graphs rendered using Matplotlib to provide the user with a rich interface, rapid analytics and interactive visuals. ExoPlanet is designed to have a minimal learning curve,...
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  • 23
    Ministral 3 3B Base 2512

    Ministral 3 3B Base 2512

    Small 3B-base multimodal model ideal for custom AI on edge hardware

    Ministral 3 3B Base 2512 is the smallest model in the Ministral 3 family, offering a compact yet capable multimodal architecture suited for lightweight AI applications. It combines a 3.4B-parameter language model with a 0.4B vision encoder, enabling both text and image understanding in a tiny footprint. As the base pretrained model, it is not fine-tuned for instructions or reasoning, making it the ideal foundation for custom post-training, domain adaptation, or specialized downstream tasks....
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  • 24
    Ministral 3 8B Base 2512

    Ministral 3 8B Base 2512

    Versatile 8B-base multimodal LLM, flexible foundation for custom AI

    ...Because it comes from the edge-optimized Ministral 3 family, it remains deployable on reasonably powerful hardware while offering a good balance between capability and resource use. Its multilingual and multimodal pretraining enables broad applicability across languages and tasks — from generation to classification to vision-language tasks.
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