ABCDEFGHIJKLMNOPQRSTUVWXYZAA
1
LanguageDevelopement InfoAdvantageDisadvantageNotes
2
TensorflowPythonGoogle
written in C++
1. Can be used in python
2. Use graph to abstract the computations
3. Tensor board is a good visulization
1. Lower the speed when connect
python to lower level
2. Lack of pre-trained models
3. not fully open source
Deep learning with extendible graphs
tensorflow.org
3
CNTK
(cognitive toolkit)
PythonMicrosoft
written in C++
1. C++, C#, JAVA, PYTHON update
2. Flexibility
3. Support distribute computing
1. lower levely, it is Network Definition Language
2. no visulization
Open-source deep learning library
github.com/Microsoft/CNTK
4
TheanoPythonwritten in Python1. Optimization between CPU / GPU
2. Fast computation for arrays
1. focus on low level implementation
2. need to combine with higher level API for abstract
mathematical expressions involving
multi-dimensional arrays
deeplearning.net/software/theano/
5
Caffe2Python
Matlab
Facebook
written in C++
1. Can be used wih Python and Matlab
2. Train a model without even coding
1. Lack of recurrent nets
2. Hard to develop new networks
deep learning framework
for rapid development
research.fb.com/downloads/caffe2/
6
KerasPythonwritten in Python1. Highly extendible
2. CPU GPU bettwer combination
3. Can use TF, CNTK, or Theano
1. As a high level API,
backend needs to be considered
open source deel learning library
keras.io
7
TorchLuawritten in C1. Flexibility
2. High speed
3. Pre-trained models
1. Hard to learn
2. Lack of plug and play codes
3. Based on Lua
opence source machine learning library
8
Accord .NETC#written in C#1. Good documentation
2. Good visulization
1. slower than tensorflowML, CV, Statistics focus on .net
9
Spark MLlibScalawritten in Scala1. speed up for big data
2. support multiple languages
1. Hard to learn
2. Plug and play only for Hadoop
Extendible ML library
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100