May 03

Reinforcement Learning: Tutorials: Code: Questions and Answers

Reinforcement Learning: Tutorials: Code: Questions and Answers

Must Check: Questions and Answers:
https://www.inf.ed.ac.uk/teaching/courses/rl/tutorials.html

Check if you can find an equation here: Check the grid example
https://medium.com/@zsalloum/monte-carlo-in-reinforcement-learning-the-easy-way-564c53010511

TD: Temporal Difference
https://towardsdatascience.com/td-in-reinforcement-learning-the-easy-way-f92ecfa9f3ce

Not that good:
https://courses.cs.washington.edu/courses/csep573/12au/lectures/18-rl.pdf
http://incompleteideas.net/609%20dropbox/slides%20(pdf%20and%20keynote)/9-10-MC.pdf

Apr 27

Learn Reinforcement Learning

Learn Reinforcement Learning:

Why and where to use Reinforcement Learning?
Robotics for sure, Autonomous Vehicles for sure, Finance (creating better investment portfolio), Healthcare/Medical, Inventory Management, Manufacturing or similar.

https://chatbotsmagazine.com/reinforcement-learning-and-its-practical-applications-8499e60cf751

10 Sets of Presentation Slides:
https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/1

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/2

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/3

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/4

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/5

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/6

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/7

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/8

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/9

https://www.slideserve.com/search/presentations/sutton-reinforcement-learning/10

Sayed Ahmed

sayedum

Linkedin: https://ca.linkedin.com/in/sayedjustetc

Blog: http://sitestree.com, http://bangla.salearningschool.com

Apr 27

Learn Deep Learning by Examples from the book : Deep Learning with Python

Reference:
https://github.com/fchollet/deep-learning-with-python-notebooks

Jupyter notebooks for the code samples of the book "Deep Learning with Python"
Book Link: https://www.manning.com/books/deep-learning-with-python?a_aid=keras&a_bid=76564dff

You might want to search Google if the publisher/author published the book for free online viewing. Sometimes authors do that.

Type Name Latest commit message Commit time
2.1-a-first-look-at-a-neural-network.ipynb Add notebooks 2 years ago
3.5-classifying-movie-reviews.ipynb Add notebooks 2 years ago
3.6-classifying-newswires.ipynb Add notebooks 2 years ago
3.7-predicting-house-prices.ipynb typos 2 years ago
4.4-overfitting-and-underfitting.ipynb typos 2 years ago
5.1-introduction-to-convnets.ipynb Add notebooks 2 years ago
5.2-using-convnets-with-small-datasets.ipynb typos 2 years ago
5.3-using-a-pretrained-convnet.ipynb Add notebooks 2 years ago
5.4-visualizing-what-convnets-learn.ipynb typos 2 years ago
6.1-one-hot-encoding-of-words-or-characters.ipynb typos 2 years ago
6.1-using-word-embeddings.ipynb typos 2 years ago
6.2-understanding-recurrent-neural-networks.ipynb Add notebooks 2 years ago
6.3-advanced-usage-of-recurrent-neural-networks.ipynb typos 2 years ago
6.4-sequence-processing-with-convnets.ipynb Update 6.4 2 years ago
8.1-text-generation-with-lstm.ipynb Add notebooks 2 years ago
8.2-deep-dream.ipynb Add notebooks 2 years ago
8.3-neural-style-transfer.ipynb Add notebooks 2 years ago
8.4-generating-images-with-vaes.ipynb Edit documentation 2 years ago
8.5-introduction-to-gans.ipynb Add notebooks 2 years ago
LICENSE Initial commit 2 years ago
README.md Add nbviewer links to READE 2 years ago

"This repository contains Jupyter notebooks implementing the code samples found in the book Deep Learning with Python (Manning Publications). "

"These notebooks use Python 3.6 and Keras 2.0.8. "

Apr 26

Education and Corruption

Canada’s post-secondary schools exploiting international students, says recruiter

https://www.cbc.ca/news/canada/windsor/international-student-recruiter-institution-exploitation-1.4668831

Competition and corruption in education: a lethal combination for academic integrity

https://blogs.biomedcentral.com/bmcblog/2018/08/06/competition-corruption-education-lethal-combination-academic-integrity/

Corruption in Higher Education: Does it Differ across the Nations and Why?

https://www.researchgate.net/publication/228618433_Corruption_in_Higher_Education_Does_it_Differ_across_the_Nations_and_Why

Global Corruption

Report:

Education

https://my.vanderbilt.edu/stephenheyneman/files/2011/09/Higher-education-institutions-Why-they-matter-and-why-corruption-puts-them-at-risk.pdf

Corruption and bribery in the classroom

https://www.bbc.com/news/business-24444599

One in five executives thinks corruption is widespread in Canada’s business world, EY report shows

https://business.financialpost.com/executive/leadership/ey-canada-curruption

University Legal Education in Canada is Corrupt Beyond Repair

https://canadianjusticereviewboard.ca/articles-caselaw/articles/university-legal-education-in-canada-is-corrupt-beyond-repair-writes-robert-martin

Curbing Corruption: Education

https://curbingcorruption.com/sector/education/

Canada not immune from corruption, E&Y study finds

https://www.theglobeandmail.com/report-on-business/canada-not-immune-from-corruption-ey-study-finds/article19130773/

Corruption in Canada

https://en.wikipedia.org/wiki/Corruption_in_Canada

Paying the price:

Confronting corruption in international business

https://www.tradecommissioner.gc.ca/canadexport/0000655.aspx?lang=eng

Bribery and corruption

https://www.international.gc.ca/trade-agreements-accords-commerciaux/topics-domaines/other-autre/corruption.aspx?lang=eng

Anti-Corruption and Bribery in Canada

https://www.lexology.com/library/detail.aspx?g=ed37f53e-195e-4290-9600-da01e2a08f13

The corporatization of post-secondary education

https://cupe.ca/corporatization-post-secondary-education

Apr 24

How Health Care Analytics Improves Patient Care

How Health Care Analytics Improves Patient Care

https://healthinformatics.uic.edu/blog/how-health-care-analytics-improves-patient-care/
—

What is Health Analytics?
https://www.evariant.com/faq/what-is-health-analytics

Why Is Data Analytics Important in Healthcare?
https://www.dataversity.net/data-analytics-important-healthcare/#

The opportunities and challenges of data analytics in health care
https://www.brookings.edu/research/the-opportunities-and-challenges-of-data-analytics-in-health-care/

12 Examples of Big Data Analytics In Healthcare That Can Save People
https://www.datapine.com/blog/big-data-examples-in-healthcare/

Three Principles for Making Healthcare Data Analytics Actionable
https://www.healthcatalyst.com/insights/3-principles-actionable-healthcare-data-analytics

93% of Healthcare Execs Seeking Improved Data Analytics, CDI
https://healthitanalytics.com/news/93-of-healthcare-execs-seeking-improved-data-analytics-cdi

Basics:
https://www.sisense.com/glossary/healthcare-analytics-basics/

Sayed Ahmed
sayedum

Linkedin: https://ca.linkedin.com/in/sayedjustetc

Blog: http://sitestree.com, http://bangla.salearningschool.com

Apr 22

On Text Classification based on Deep Learning/Neural Networks

On Text Classification based on Deep Learning/Neural Networks

Text Classification Using LSTM and visualize Word Embeddings: Part-1

https://medium.com/@sabber/classifying-yelp-review-comments-using-lstm-and-word-embeddings-part-1-eb2275e4066b

Different approaches of Text Classification

https://www.kdnuggets.com/2018/07/text-classification-lstm-cnn-pre-trained-word-vectors.html

How to do text classification with CNNs, TensorFlow and word embedding

https://towardsdatascience.com/how-to-do-text-classification-using-tensorflow-word-embeddings-and-cnn-edae13b3e575

Classification of Customer Complaints using Tensorflow: Text Classification with Word Embeddings

https://medium.com/@opalkabert/classification-of-customer-complaints-using-tensorflow-text-classification-with-word-embeddings-e87952b5147c

An analysis of hierarchical text classification using word embeddings

https://www.sciencedirect.com/science/article/pii/S0020025518306935

FastText Word Embeddings for Text Classification with MLP and Python

http://ai.intelligentonlinetools.com/ml/fasttext-word-embeddings-text-classification-python-mlp/

Text Classification With Word2Vec

http://nadbordrozd.github.io/blog/2016/05/20/text-classification-with-word2vec/

Text Classification with Word Embeddings

https://www.coursera.org/lecture/ai/text-classification-with-word-embeddings-Ieg9d

Understanding how Convolutional Neural Network (CNN) perform text classification with word embeddings

http://www.joshuakim.io/understanding-how-convolutional-neural-network-cnn-perform-text-classification-with-word-embeddings/

Using pre-trained word embeddings in a Keras model

https://blog.keras.io/using-pre-trained-word-embeddings-in-a-keras-model.html

Animated RNN, LSTM and GRU

https://towardsdatascience.com/animated-rnn-lstm-and-gru-ef124d06cf45

Sayed Ahmed
sayedum

Linkedin: https://ca.linkedin.com/in/sayedjustetc

Blog: http://sitestree.com, http://bangla.salearningschool.com

Apr 21

Text Classification such as article category classification with Deep Learning/Neural Network Approach

Text Classification such as article category classification with Deep Learning/Neural Network Approach

What deep learning method to use to classify text files?

https://www.quora.com/What-deep-learning-method-to-use-to-classify-text-files

Classification Examples:

https://faroit.com/keras-docs/0.3.3/examples/

Best Practices for Document Classification with Deep Learning

https://machinelearningmastery.com/best-practices-document-classification-deep-learning/

LSTM with sentence representations for document-level sentiment classification
https://www.sciencedirect.com/science/article/pii/S092523121830479X

A C-LSTM Neural Network for Text classification

https://www.groundai.com/project/a-c-lstm-neural-network-for-text-classification/

Text Classification, Part 3 – Hierarchical attention network
https://richliao.github.io/supervised/classification/2016/12/26/textclassifier-HATN/

What Kagglers are using for Text Classification
https://mlwhiz.com/blog/2018/12/17/text_classification/

document classification LSTM + self attention
https://github.com/nn116003/self-attention-classification

Can CNN and LSTM classify muti-categories texts, how to modify the code? Thanks! #579
https://github.com/keras-team/keras/issues/579

Sayed Ahmed

sayedum

Linkedin: https://ca.linkedin.com/in/sayedjustetc

Blog: http://sitestree.com, http://bangla.salearningschool.com

Apr 21

Sequence Classification using Deep Learning

"Sequence classification has a broad range of applications

such as genomic analysis, information retrieval, health informatics, finance, and abnormal detection…."

Ref: Theory:

https://www.cs.sfu.ca/~jpei/publications/Sequence%20Classification.pdf

Sequence Classification in Keras/Python, LSTM, GRU, BIDirectional LSTM

https://machinelearningmastery.com/develop-bidirectional-lstm-sequence-classification-python-keras/

Sequence Classification Using Deep Learning

"This example uses the Japanese Vowels data set as described in [1] and [2]. This example trains an LSTM network to recognize the speaker given time series data representing two Japanese vowels spoken in succession"

https://www.mathworks.com/help/deeplearning/examples/classify-sequence-data-using-lstm-networks.html;jsessionid=03c3684c828a1b666efce8d75f3a

Character to Character level Sequence to Sequence Modeling:

https://github.com/keras-team/keras/blob/master/examples/lstm_seq2seq.py

Sequence to Sequence Learning with Neural Networks

Ilya Sutskever, Oriol Vinyals, Quoc V. Le

https://arxiv.org/abs/1409.3215

Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

https://arxiv.org/abs/1406.1078

Dataset:

Tab-delimited Bilingual Sentence Pairs

http://www.manythings.org/anki/

Sayed Ahmed

sayedum

Linkedin: https://ca.linkedin.com/in/sayedjustetc

Blog: http://sitestree.com, http://bangla.salearningschool.com

Apr 19

NLP, Machine Learning, Deep Learning

Machine Learning and Deep Learning Courses

https://www.andrewng.org/courses/

Weka: Data Mining and Machine Learning

https://www.cs.waikato.ac.nz/ml/weka/book.html

On PLSA and NLP:

http://times.cs.uiuc.edu/course/598f13/plsa-note.pdf

Lectures on NLP Topics:

http://www.cs.virginia.edu/~hw5x/

Automatic hand-written digit clustering using Bernoulli Mixture Models and Expectation-Maximization.

https://github.com/manfredzab/bernoulli-mixture-models

Sayed Ahmed
sayedum

Linkedin: https://ca.linkedin.com/in/sayedjustetc

Blog: http://sitestree.com, http://bangla.salearningschool.com

Apr 17

On Reinforcement Learning:

On Reinforcement Learning: Questions and Answers

https://www.inf.ed.ac.uk/teaching/courses/rl/tutorials.html

Monte Carlo:
https://medium.com/@zsalloum/monte-carlo-in-reinforcement-learning-the-easy-way-564c53010511

TD in Reinforcement Learning, the Easy Way: Temporal Difference
https://towardsdatascience.com/td-in-reinforcement-learning-the-easy-way-f92ecfa9f3ce

Implementations of TD Algorithms:
https://github.com/dennybritz/reinforcement-learning/tree/master/TD

Learning and Planning:
https://courses.cs.washington.edu/courses/csep573/12au/lectures/18-rl.pdf

Sayed Ahmed
sayedum

Linkedin: https://ca.linkedin.com/in/sayedjustetc

Blog: http://sitestree.com, http://bangla.salearningschool.com