Spaces:
Running
Running
Sébastien De Greef
commited on
Commit
·
23c18c8
1
Parent(s):
0d660dc
feat: Add frameworks.qmd file with a comprehensive list of AI tools and libraries
Browse files- src/tools/frameworks.qmd +118 -0
src/tools/frameworks.qmd
ADDED
@@ -0,0 +1,118 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
Here's an exhaustive list of state-of-the-art (SOTA) tools and libraries in the field of artificial intelligence, categorized:
|
3 |
+
These are all libraries and tools I use almost on daily base depending on the problem or task, there are loads of alternatives but this is my own selection.
|
4 |
+
|
5 |
+
# Agent Builders
|
6 |
+
|
7 |
+
**CrewAI** (CrewAI): The most advanced opensource Agents builder framework
|
8 |
+
|
9 |
+
**Autogen** (Microsoft): An agent builder framework with a UI
|
10 |
+
|
11 |
+
# Deep Learning
|
12 |
+
|
13 |
+
**TensorFlow** (Google): An open-source machine learning framework
|
14 |
+
|
15 |
+
**PyTorch** (Facebook): An open-source machine learning framework
|
16 |
+
|
17 |
+
**Keras** (Google): A high-level neural networks API
|
18 |
+
|
19 |
+
**CNTK** (Microsoft): A deep learning framework
|
20 |
+
|
21 |
+
# Natural Language Processing (NLP)**
|
22 |
+
|
23 |
+
**NLTK** (Stanford University): A comprehensive NLP library
|
24 |
+
|
25 |
+
**spaCy** (Explosion AI): A modern NLP library
|
26 |
+
|
27 |
+
**Stanford CoreNLP** (Stanford University): A Java library for NLP
|
28 |
+
|
29 |
+
**Transformers** (Hugging Face): A library for natural language understanding and generation
|
30 |
+
|
31 |
+
# Computer Vision**
|
32 |
+
|
33 |
+
**OpenCV** (OpenCV.org): A computer vision library
|
34 |
+
|
35 |
+
**Pillow** (Python Imaging Library): A Python imaging library
|
36 |
+
|
37 |
+
**scikit-image** (Scikit-learn): A library for image processing
|
38 |
+
|
39 |
+
**TensorFlow Computer Vision** (Google): A computer vision library
|
40 |
+
|
41 |
+
**PyTorch Vision** (Facebook): A computer vision library
|
42 |
+
|
43 |
+
**Keras Applications** (Google): A collection of pre-built computer vision models
|
44 |
+
|
45 |
+
# Reinforcement Learning
|
46 |
+
|
47 |
+
**Gym** (OpenAI): A reinforcement learning environment
|
48 |
+
|
49 |
+
**Baselines** (OpenAI): A set of reinforcement learning algorithms
|
50 |
+
|
51 |
+
**RLlib** (UBC): A reinforcement learning library
|
52 |
+
|
53 |
+
**TensorFlow Agents** (Google): A reinforcement learning library
|
54 |
+
|
55 |
+
**Ray RLlib** (UC Berkeley): A reinforcement learning library
|
56 |
+
|
57 |
+
# Data Science and Analytics
|
58 |
+
|
59 |
+
**Pandas** (Wes McKinney): A library for data manipulation and analysis
|
60 |
+
|
61 |
+
**NumPy** (Travis Oliphant): A library for numerical computing
|
62 |
+
|
63 |
+
**Matplotlib** (John Hunter): A plotting library
|
64 |
+
|
65 |
+
**Scikit-learn** (David Cournapeau): A machine learning library
|
66 |
+
|
67 |
+
**Statsmodels** (Statsmodels.org): A statistical modeling library
|
68 |
+
|
69 |
+
**Bokeh** (Continuum Analytics): A visualization library
|
70 |
+
|
71 |
+
**Seaborn** (Michael Waskom): A statistical data visualization library
|
72 |
+
|
73 |
+
# Other
|
74 |
+
|
75 |
+
**SciPy** (SciPy.org): A scientific computing library
|
76 |
+
|
77 |
+
**Matlab** (MathWorks): A high-level technical computing language
|
78 |
+
|
79 |
+
**Julia** (JuliaLang.org): A high-performance language for AI and ML
|
80 |
+
|
81 |
+
**R** (R Foundation): A programming language for statistical computing
|
82 |
+
|
83 |
+
# MLOps
|
84 |
+
|
85 |
+
**Tensorboard**
|
86 |
+
|
87 |
+
**AIM**
|
88 |
+
|
89 |
+
**LangSmith**
|
90 |
+
|
91 |
+
**AgentOps**
|
92 |
+
|
93 |
+
# Runners
|
94 |
+
|
95 |
+
**Ollama**
|
96 |
+
**LLama.cpp**
|
97 |
+
**Tranformers**
|
98 |
+
|
99 |
+
# Training/ Fine-Tuning
|
100 |
+
|
101 |
+
**Unsloth**
|
102 |
+
|
103 |
+
**Keras**
|
104 |
+
|
105 |
+
**Torch**
|
106 |
+
|
107 |
+
**OpenAI Gym**
|
108 |
+
|
109 |
+
**Stable-Baselines**
|
110 |
+
|
111 |
+
|
112 |
+
# Platforms - Hosting - Model Zoo
|
113 |
+
|
114 |
+
**HuggingFace**
|
115 |
+
|
116 |
+
**Kaggle**
|
117 |
+
|
118 |
+
|