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ML/DL Librareis

Note: notes

ML/DL Libraries:

• PySpark

• Seaborn

• Theano

• Keras

• Pandas

• PyTorch

• Numpy

• Scipy

• Numba

• YellowBrick

• StatsModel

• Scikit Learn

• Matplotlib

• Stat Maths

• Tensorflow

• BERT

• Hugginface Transformers

• BERT-pytorch

• DeepSpeech

• TPot

• XArray

• Pangeo

• CuML

• Rapids

• CuDF

• CuGraph

• Rapids GPU

• PyArrow - Apache Arrow

• XArray

• xarray-simlab

• xarray simlab 2

• Datashader

• Intake

• Intake - Parquet

• Parquet

• Stumpy

• FeatureTools

• Cesium

• Skyportal

• Satpy

• Streamz

• Scikit Allel

• TsFresh

• Numcodecs

• TenesorRT

• Zarr - Compressed N-dimensional array

• Filterpy

• Scipy Singal

• Kalman and Bayesian Filters in Python

• Scikit - Allel - Genetic Variation Analyzer

Data Engineering

• Prefect - Workflow Management System

• Prefect Docs

• Luigi

• Airflow

NLP Custom Annotation

1. Doccano

2. Doccano Transformer

3. NLP Rating

4. Spacy NER Annotator

5. How to make your own NER Model with Contextual Word Embedding

6. Spacy NER Custom Entities

7. Named Entity Recognition NER with BERT

8. Vietnamese NLP Toolkit for Node

9. Spacy

10. Tutorial for building your own Sous Chef Bot

11. Train Spacy ner with custom dataset

12. Named Entity Recognition for standard entities and sentiment analysis.

13. SpaCy NER Model Creation With Custom Training Data

14. Drug Named Entity Recognition using spaCy

15. distributions of keywords

16. Entity Extraction Using Spacy

17. spaCy text mining and NLP

18. Build a deep learning model for predicting the named entities from text.

19. MITIE: library and tools for information extraction

20. NER

21. A spaCy pipeline and model for NLP on unstructured legal text

22. Named Entity Recognition

23. Natural Language Processing Best Practices & Examples

24. Named Entity Recognition – NERClassifierCombiner

25. Create your own Labels for NER tagging using Stanford Corde-NLP

DL Libraries:

• Leon is your open-source personal assistant

• Speech to Text

• Keras Deep Speech

• DeepSpeech Server

• DeepSpeech Examples

• Automatic Speech Recognition

• Go AstiDeepSpeech

• PyTorch ASR

• DSAlign

• DeepSpeech WebSocket Server

• MyrtleSoftware DeepSpeech

• DeepSpeech Cleaner

• DeepSpeech Playground

• VSpeech

• TheCoder Vave

• Utunga DeepSpeech

• Python Speech to Text ASR

• Codrr Vave

• Baidu DeepSpeech2

• DeepSpeech Notes

• Speech Recognition

• DeepSpeech German

• DeepSpeech Server

Numba alternates:

• Cython

• Julia

• Cupy

• Pycuda

• PyPy

• Jax

• Dask

Data Engineering

• The Perfect Hybrid Model

• Perfect

NLP

1. NLTK

2. Spacy

3. Bokeh

4. Gensim

5. Word2Vec

Parallel computing in Python

• OpenMPy

Scientific

• Sympy

Statistis Lib

• Statmodels

• Plotly

Tensorflow alternate

• Keras

• OpenCV

• Tensorflow-gpu

• Tensorflow-lite

• PyTorch

Image processing

• Scikit-image

• Pillow

• OpenCV-Python

• Mahotas

• SimpleITK

• PgMagick

• PyCairo

DCT

• pygasp

NASA and Python

• PyBlock

• DualPol

• SingleDOP

Image related libraries

• PIMS - Python Image Sequence

Misc

• Archiving in Python

Various Distances

• Braycurtis
• Canberra
• Chebyshev
• Cityblock
• Correlation
• Cosine
• Cosine Similarity
• Euclidean
• Mahalanobis
• Mahalanobis explained
• Minkowski

Signal Processing

• Lecture Signal Processing

Transformers

• Simple Transformers
• Simple Transformers — Introducing The Easiest Way To Use BERT, RoBERTa, XLNet, and XLM
• simpletransformers
• Simple Transformers — Named Entity Recognition with Transformer Models

Various DS Resources

https://www.datasciencecentral.com/profiles/blogs/deep-learning-definition-resources-comparison-with-machine-learni Deep Learning: Definition, Resources, Comparison with Machine Learning

https://www.datasciencecentral.com/profiles/blogs/deep-learning-for-everyone-and-almost-free Deep Learning for Everyone – and (Almost) Free

https://www.datasciencecentral.com/profiles/blogs/guide-to-deep-learning Guide to Deep Learning

https://www.datasciencecentral.com/profiles/blogs/6448529:BlogPost:459267 AI vs Deep Learning vs Machine Learning

https://www.datasciencecentral.com/profiles/blogs/an-introduction-to-deep-learning-and-it-s-role-for-iot-future An Introduction to Deep Learning and it’s role for IoT/ future cities

https://www.datasciencecentral.com/profiles/blogs/deep-learning-libraries-by-language Deep Learning Libraries by Language

https://www.datasciencecentral.com/profiles/blogs/my-top-9-favorite-python-deep-learning-libraries My Top 9 Favorite Python Deep Learning Libraries

https://www.datasciencecentral.com/profiles/blogs/how-to-start-learning-deep-learning How to Start Learning Deep Learning

https://www.datasciencecentral.com/profiles/blogs/an-absolute-beginner-s-guide-to-machine-learning-deep-learning An absolute beginner’s guide to machine learning, deep learning, and AI

https://www.datasciencecentral.com/profiles/blogs/applications-of-deep-learning Applications of Deep Learning

https://www.datasciencecentral.com/profiles/blogs/applications-of-deep-learning Applications of Deep Learning

https://www.datasciencecentral.com/profiles/blogs/10-deep-learning-terms-explained-in-simple-english 10 Deep Learning Terms Explained in Simple English

https://www.datasciencecentral.com/profiles/blogs/a-tour-of-machine-learning-algorithms-1 A Tour of Machine Learning Algorithms