Machine Learning Frameworks

Machine Learning Frameworks

TensorFlow is a machine learning system that operates at large scale and in heterogeneous environments.

Click to access osdi16-abadi.pdf

https://www.tensorflow.org/

 

Caffe provides multimedia scientists and practitioners with a clean and modifiable framework for state-of-the-art deep learning algorithms and a collection of reference models.

https://dl.acm.org/citation.cfm?id=2654889

 

Chainer: A Next-Generation Open Source Framework for Deep Learning

Click to access LearningSys_2015_paper_33.pdf

 

The Microsoft Cognitive Toolkit (CNTK) – (for 64 bits windows or 64bit linux)

https://docs.microsoft.com/en-us/cognitive-toolkit/setup-cntk-on-your-machine

 

Keras:  A high-level neural networks API, written in Python and capable of running on top of TensorFlow, CNTK or Theano.

https://keras.io

Java9 – new features

  • More Module System, e.g.  self-describing collection of code and data
    • Using jlink, to introduce a new optional phase, link time, which is in-between compile time and run time, during which a set of modules can be assembled and optimized into a custom runtime image
    • The modular JAR file with module-info.class file in its root directory.
    • Using jmod tool, the New JMOD format can be created. (new packaging format similar to JAR)
  • New version schema ($MAJOR.$MINOR.$SECURITY.$PATCH)
  • java shell: jshell
  • Compile for old java version (6 – java6)
    javac -source 6 -target 6 HelloWorld.java
  • More Diagnostic Commands: jcmd (jcmd pid help command)
  • Multi-Release JAR Files: Extends the JAR file format to enable multiple, Java release-specific versions of class files to coexist in a single archive
  • Removes the hprof, jhat from the JDK
  • More Security: DTLS, TLS,  disable X.509 certificate chains with SHA-1-based signatures,  PKCS12 keystores by default, SHA-3 cryptographic hash functions
  • The Garbage-First Garbage Collector (G1 GC) is the default garbage collector in JDK 9.
  • JavaDB, which was a rebranding of Apache Derby, isn’t included in JDK 9.
  • The launchers java-rmi.exe from Windows and java-rmi.cgi from Linux and Solaris have been removed.
  • In JDK 9, the Windows 32–bit client VM is not available. Only a server VM is offered.
  • Java VisualVM isn’t bundled with JDK 9.
  • The AppleScript engine is removed in JDK 9.

Windows Registry Key Changes

The Java 9 installer creates these Windows registry keys when installing the JRE:

  • “HKEY_LOCAL_MACHINE\SOFTWARE\JavaSoft\JRE”
  • “HKEY_LOCAL_MACHINE\SOFTWARE\JavaSoft\JRE\9”

The Java 8u152 installer creates these Windows registry keys when installing the JRE:

  • “HKEY_LOCAL_MACHINE\SOFTWARE\JavaSoft\Java Runtime Environment”
  • “HKEY_LOCAL_MACHINE\SOFTWARE\JavaSoft\Java Runtime Environment\1.8”
  • “HKEY_LOCAL_MACHINE\SOFTWARE\JavaSoft\Java Runtime Environment\1.8.0_152”

Deepin 15.3 tested by technosynoptic

Deepin 15.3 深度操作系统 15.3

screen-shot-2016-12-30-at-20-32-02

deepin_iws
Debian-based distribution (32 or 64 bits)

Main features:

  • Very performance, user-friendly and reliable operating system;
  • Deepin Desktop Environment with intuitive design;
  • Deepin Software Centre;
  • WPS office;
  • Deepin 深度操作系统 is a good Windows alternative for office and home use.

 

https://www.deepin.org/download.html