SynapseML VS BigDL

Compare SynapseML vs BigDL and see what are their differences.

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

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 BigDL
18 5
4,967 5,957
0.6% 19.8%
8.9 9.9
7 days ago 1 day ago
Scala Python
MIT License Apache License 2.0
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.

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.

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.

What are some alternatives?

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

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

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

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

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

Tensorflow_scala - TensorFlow API for the Scala Programming Language

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

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

Breeze - Breeze is a numerical processing library for Scala.

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

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

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

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