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

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.

"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. "

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

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

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

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

"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

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

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