c87c01bd8d
* Update doc requirements link in readthedocs yml file * Update related doc README * Small doc fix
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4.1 KiB
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72 lines
4.1 KiB
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BigDL: fast, distributed, secure AI for Big Data
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=================================================
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`BigDL <https://github.com/intel-analytics/bigdl>`_ seamlessly scales your data analytics & AI applications from laptop to cloud, with the following libraries:
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- `Orca <doc/Orca/index.html>`_: Distributed Big Data & AI (TF & PyTorch) Pipeline on Spark and Ray
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- `Nano <doc/Nano/index.html>`_: Transparent Acceleration of Tensorflow & PyTorch Programs
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- `DLlib <doc/DLlib/index.html>`_ "Equivalent of Spark MLlib" for Deep Learning
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- `Chronos <doc/Chronos/index.html>`_: Scalable Time Series Analysis using AutoML
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- `Friesian <doc/Friesian/index.html>`_: End-to-End Recommendation Systems
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- `PPML <doc/PPML/index.html>`_ (experimental): Secure Big Data and AI (with SGX Hardware Security)
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------
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Choosing the right BigDL library
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---------------------------------
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.. graphviz::
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digraph BigDLDecisionTree {
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graph [pad=0.1 ranksep=0.3 tooltip=" "]
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node [color="#0171c3" shape=box fontname="Arial" fontsize=14 tooltip=" "]
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edge [tooltip=" "]
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Feature1 [label="Hardware Secured Big Data & AI?"]
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Feature2 [label="Python vs. Scala/Java?"]
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Feature3 [label="What type of application?"]
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Feature4 [label="Domain?"]
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Orca[href="../doc/Orca/index.html" target="_blank" target="_blank" style="rounded,filled" fontcolor="#ffffff" tooltip="Go to BigDL-Orca document"]
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Nano[href="../doc/Nano/index.html" target="_blank" target="_blank" style="rounded,filled" fontcolor="#ffffff" tooltip="Go to BigDL-Nano document"]
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DLlib1[label="DLlib" href="../doc/DLlib/index.html" target="_blank" style="rounded,filled" fontcolor="#ffffff" tooltip="Go to BigDL-DLlib document"]
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DLlib2[label="DLlib" href="../doc/DLlib/index.html" target="_blank" style="rounded,filled" fontcolor="#ffffff" tooltip="Go to BigDL-DLlib document"]
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Chronos[href="../doc/Chronos/index.html" target="_blank" style="rounded,filled" fontcolor="#ffffff" tooltip="Go to BigDL-Chronos document"]
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Friesian[href="../doc/Friesian/index.html" target="_blank" style="rounded,filled" fontcolor="#ffffff" tooltip="Go to BigDL-Friesian document"]
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PPML[href="../doc/PPML/index.html" target="_blank" style="rounded,filled" fontcolor="#ffffff" tooltip="Go to BigDL-PPML document"]
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ArrowLabel1[label="No" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel2[label="Yes" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel3[label="Python" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel4[label="Scala/Java" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel5[label="Distributed Big Data \n + \n AI (TF/PyTorch)" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel6[label="Accelerate \n TensorFlow / PyTorch" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel7[label="DL for Spark MLlib" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel8[label="High Level App Framework" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel9[label="Time Series" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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ArrowLabel10[label="Recommender System" fontsize=12 width=0.1 height=0.1 style=filled color="#c9c9c9"]
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Feature1 -> ArrowLabel1[dir=none]
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ArrowLabel1 -> Feature2
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Feature1 -> ArrowLabel2[dir=none]
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ArrowLabel2 -> PPML
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Feature2 -> ArrowLabel3[dir=none]
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ArrowLabel3 -> Feature3
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Feature2 -> ArrowLabel4[dir=none]
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ArrowLabel4 -> DLlib1
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Feature3 -> ArrowLabel5[dir=none]
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ArrowLabel5 -> Orca
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Feature3 -> ArrowLabel6[dir=none]
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ArrowLabel6 -> Nano
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Feature3 -> ArrowLabel7[dir=none]
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ArrowLabel7 -> DLlib2
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Feature3 -> ArrowLabel8[dir=none]
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ArrowLabel8 -> Feature4
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Feature4 -> ArrowLabel9[dir=none]
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ArrowLabel9 -> Chronos
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Feature4 -> ArrowLabel10[dir=none]
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ArrowLabel10 -> Friesian
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}
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