BigDL VS SynapseML

Compare BigDL vs SynapseML and see what are their differences.

BigDL

Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM, Qwen, Baichuan, Mixtral, Gemma, etc.) on Intel CPU and GPU (e.g., local PC with iGPU, discrete GPU such as Arc, Flex and Max). A PyTorch LLM library that seamlessly integrates with llama.cpp, Ollama, HuggingFace, LangChain, LlamaIndex, DeepSpeed, vLLM, FastChat, etc. (by intel-analytics)
Science and Data analysis Spark Tensorflow Keras Pytorch bigdl analytics-zoo distributed-deep-learning Python Scala llm Transformers
Source Code
ipex-llm.readthedocs.io
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SynapseML

Simple and Distributed Machine Learning (by microsoft)
Spark Pyspark Azure Scala Microsoft ML Machine Learning Databricks cognitive-services Lightgbm HTTP model-deployment Deep Learning AI apache-spark Data Science Synapse Big Data Onnx OpenCV
Source Code
aka.ms
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BigDL SynapseML
5 18
6,051 4,980
17.1% 0.4%
9.9 9.0
4 days ago 2 days ago
Python Scala
Apache License 2.0 MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.

BigDL

Posts with mentions or reviews of BigDL. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-31.

SynapseML

Posts with mentions or reviews of SynapseML. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-09-12.

What are some alternatives?

When comparing BigDL and SynapseML you can also consider the following projects:

Apache Spark - Apache Spark - A unified analytics engine for large-scale data processing

mmlspark - Simple and Distributed Machine Learning [Moved to: https://github.com/microsoft/SynapseML]

Zeppelin - Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.

isolation-forest - A Spark/Scala implementation of the isolation forest unsupervised outlier detection algorithm.

Axle - Axle Domain Specific Language for Scientific Cloud Computing and Visualization

Tensorflow_scala - TensorFlow API for the Scala Programming Language

deequ - Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.

Spire - Powerful new number types and numeric abstractions for Scala.

Breeze - Breeze is a numerical processing library for Scala.

PredictionIO - PredictionIO, a machine learning server for developers and ML engineers.

azure-kusto-spark - Apache Spark Connector for Azure Kusto

BigDL vs Apache Spark SynapseML vs mmlspark BigDL vs Zeppelin SynapseML vs isolation-forest BigDL vs Axle SynapseML vs Tensorflow_scala BigDL vs deequ SynapseML vs deequ BigDL vs Spire SynapseML vs Breeze BigDL vs PredictionIO SynapseML vs azure-kusto-spark