autogluon
imbalanced-regression
autogluon | imbalanced-regression | |
---|---|---|
10 | 1 | |
8,828 | 858 | |
2.5% | 0.0% | |
9.6 | 1.8 | |
8 days ago | about 3 years ago | |
Python | Python | |
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
autogluon
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AIM Weekly for 04Nov2024
π Composed Image Retrieval π Intro to Multimodal LLama 3.2 π οΈ Multi Agent Concierge π» RAG with Langchain Granite, Milvus π«Ά Download content β Transformer Replacement? π€ vLLM for runing models π Amphion π Autogluon π Notebook LLama like Google's Notebook LLM π«Ά Monocle2ai for tracing GenAI app code LFA&D Project π€ Bee Agent Framework β LLama RFP Response βΆοΈ GenAI Script π½ Simular AI Agent S π¦Ύ DrawDB with AI β¨ Ollama with LLama 3.2 Vision!!!! Preview π Powerful RAG Checker π SQL Generator π» Role of LLMs π Document Extraction πΆοΈ Open Source Vector DB Reddit π The Practical Guide to Self Hosting LLM π¦Ύ Stagehand Controller πΆοΈ Understanding HNSWLIB π Best practices in RAG π» Enigma Agent π Langchain, Ollama, Phi3 for Function Calling π Compass Judger π Princeton NLP SimPO π Princeton NLP ProLong π Princeton NLP HELMET π§ Ollama Cheatsheet π Princeton NLP CopyCat π Princeton NLP Shp πΆοΈ Can LLM Solve Hard Github Issues π Enabling Large Language Models to Generate Text with Citations π Princeton NLP CharXiv π Awesome AI Agents List π¦Ύ Nomicβs Matryoshka text embedding model
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5 Open Source Python Projects You Should Know About in 2024
Where to check it out: https://github.com/autogluon/autogluon
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pip install remyxai - easiest way to create custom vision models
This seems not very convincing. There are other popular frameworks that provide AutoML with existing datasets (eg https://github.com/autogluon/autogluon)
- autogluon: NEW Data - star count:5070.0
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[D] Where is AutoML for NNs?
https://github.com/awslabs/autogluon works well for image/text/tabular data
- k-fold bagging in Autogluon - Tabular
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What will the data science job market be like in 5 years?
Some AutoML is getting pretty good, AutoGluon is very solid for tabular data. That being said you still need to have your data in tabular format and deployment still requires some effort.
imbalanced-regression
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[R] Strategies and Tactics for Regression on Imbalanced Data
Code (+ dataset + models): https://github.com/YyzHarry/imbalanced-regression
What are some alternatives?
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
d2l-en - Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
healthsea - Healthsea is a spaCy pipeline for analyzing user reviews of supplementary products for their effects on health.
auto-sklearn - Automated Machine Learning with scikit-learn
multi-domain-imbalance - [ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond