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Tribuo Alternatives
Similar projects and alternatives to Tribuo
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Deep Java Library (DJL)
An Engine-Agnostic Deep Learning Framework in Java
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Deeplearning4j
Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and onnx/pytorch, a modular and tiny c++ library for running math code and a java based math library on top of the core c++ library. Also includes samediff: a pytorch/tensorflow like library for running deep learning using automatic differentiation.
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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txtai
💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
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Synapses
A group of neural-network libraries for functional and mainstream languages
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onnxruntime
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
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Onboard AI
Learn any GitHub repo in 59 seconds. Onboard AI learns any GitHub repo in minutes and lets you chat with it to locate functionality, understand different parts, and generate new code. Use it for free at www.getonboard.dev.
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grobid
A machine learning software for extracting information from scholarly documents
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awesome-java
A curated list of awesome frameworks, libraries and software for the Java programming language.
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deeplearning4j-examples
Deeplearning4j Examples (DL4J, DL4J Spark, DataVec) (by deeplearning4j)
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neural-network-number-guesser
Java program that tries to guess a number you are drawing using a Neural Network. Uses the MNIST Dataset for training. Left click to draw, Right click to reset drawing
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SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better Tribuo alternative or higher similarity.
Tribuo reviews and mentions
Posts with mentions or reviews of Tribuo.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-03-11.
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Is deeplearning4j a good choice?
It seems to have been picked up by Eclipse and there is also Oracle Labs' Tribuo and Deep Java Library. All seem active, but I don't know much about any of them. I agree it's probably best to follow the community and use a more popular tool like PyTorch.
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Stochastic gradient descent written in SQL
We built model & data provenance into our open source ML library, though it's admittedly not the W3C PROV standard. There were a few gaps in it until we built an automated reproducibility system on top of it, but now it's pretty solid for all the algorithms we implement. Unfortunately some of the things we wrap (notably TensorFlow) aren't reproducible enough due to some unfixed bugs. There's an overview of the provenance system in this reprise of the JavaOne talk I gave here https://www.youtube.com/watch?v=GXOMjq2OS_c. The library is on GitHub - https://github.com/oracle/tribuo.
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Just want to vent a bit
Although it may be a bit more work, you can do both machine learning and AI in Java. If you are doing deep learning, you can use DeepJavaLibrary (I do work on this one at Amazon). If you are looking for other ML algorithms, I have seen Smile, Tribuo, or some around Spark.
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Anybody here using Java for machine learning?
We've been developing Tribuo on Github for two years now, MS are very actively developing ONNX Runtime (and the Java layer is fairly thin and wrapped over the same C API they use for node.js and C#), and things like XGBoost and LibSVM have been around for many years and the Java bits are developed in tree with the rest of the code so updated along with it. Amazon have a team of people working on DJL, though you'd have to ask them what their plans are.
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txtai 3.4 released - Build AI-powered semantic search applications in Java
Tribuo (tribuo.org, github.com/oracle/tribuo). ONNX export support is there for 2 models at the moment in main, there's a PR for factorization machines which supports ONNX export, and we plan to add another couple of models and maybe ensembles before the upcoming release. Plus I need to write a tutorial on how it all works, but you can check the tests in the meantime.
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John Snow Labs Spark-NLP 3.1.0: Over 2600+ new models and pipelines in 200+ languages, new DistilBERT, RoBERTa, and XLM-RoBERTa transformers, support for external Transformers, and lots more!
It might be worth having a look at the ONNX Runtime Java API in addition to TF-Java, it'll let you deploy the rest of the HuggingFace pytorch models that don't have TF equivalents. I built the Java API a few years ago, and it's now a supported part of the ONNX Runtime project. We use it in Tribuo to provide one of our text feature embedding classes (BERTFeatureExtractor).
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If it gets better w age, will java become compatible for machine learning and data science?
Or more recently Tribuo or others.
The IJava notebook kernel works pretty well for data science on top of Java. We use it in Tribuo to write all our tutorials, and if you've got the jar file in the right folder everything is runnable. For example, this is our intro classification tutorial - https://github.com/oracle/tribuo/blob/main/tutorials/irises-tribuo-v4.ipynb.
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Vector API (JEP 338) Benchmark Results for Matrix Multiplication, Image Convolution, and Image Thresholding.
That sounds good. The Panama team welcome feedback. I've been using it on and off for about 4 years while it's been in development to accelerate some ML workloads (full disclosure, I work in the machine learning group in Oracle's research labs), and it's improved greatly in that time. I plan to circle back now Java 16 is out and test out vectorising Tribuo's math ops.
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www.saashub.com | 8 Dec 2023
Stats
Basic Tribuo repo stats
14
1,192
3.2
7 days ago
oracle/tribuo is an open source project licensed under Apache 2.0 which is not an OSI approved license.
The primary programming language of Tribuo is Java.
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