https://www.linkedin.com/feed/update/activity:6530021235290664960/ From: http://sitestree.com/want-to-become-a-self-driving-car-engineer-12-projects-that-help-you-become-self-driving-car-engineer-python-and-c-code-available/
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Post Data:2019-05-07 19:36:51

Shop Online: https://www.ShopForSoul.com/
(Big Data, Cloud, Security, Machine Learning): Courses: http://Training.SitesTree.com
In Bengali: http://Bangla.SaLearningSchool.com
http://SitesTree.com
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Apr 14

AI Implementation Platforms: Reinforcement Learning Platforms and Applications: #Root

By Author-Check- Article-or-Video in FromSitesTree.com

Gym:
https://gym.openai.com/

Gym is a toolkit for developing and comparing …. It supports teaching agents everything from walking to playing games like Pong or Pinball.

"
https://gym.openai.com/

—-

"Project Malmo integrates (deep) reinforcement learning, cognitive science, and many ideas from artificial intelligence. "

https://www.microsoft.com/en-us/research/project/project-malmo/

—-

DeepMind:
"DeepMind’s scientific mission is to push the boundaries of AI, developing systems that can learn to solve any complex problem without needing to be taught how"
https://deepmind.com/blog/open-sourcing-deepmind-lab/

—

UCL Course on RL

http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html

Basics of RL

From: https://www.kdnuggets.com/2018/03/5-things-reinforcement-learning.html
"

What is reinforcement learning? How does it relate with other ML techniques?

Reinforcement Learning(RL) is a type of machine learning technique that enables an agent to learn in an interactive environment by trial and error using feedback from its own actions and experiences.

What are some most used Reinforcement Learning algorithms?

Q-learning and SARSA (State-Action-Reward-State-Action) are two commonly used model-free RL algorithms.

Uses of RL

" building AI for playing computer games"

" robotics and industrial automation "

"applications of RL include text summarization engines, dialog agents (text, speech) which can learn from user interactions and improve with time, learning optimal treatment policies in healthcare and RL based agents for online stock trading." From: https://sitestree.com/ai-implementation-platforms-reinforcement-learning-platforms-and-applications/
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Post Data:2019-05-03 12:42:43

Apr 14

Reinforcement Learning: Tutorials: Code: Questions and Answers #Root

By Author-Check- Article-or-Video in FromSitesTree.com

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

From: https://sitestree.com/reinforcement-learning-tutorials-code-questions-and-answers/
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Post Data:2019-05-03 11:51:24

Apr 14

Math and Probability for Data Science #Root

By Author-Check- Article-or-Video in FromSitesTree.com

Math and Probability for Data Science

Esp. for Reinforcement Learning

Probability: cov(x,y): https://math.stackexchange.com/questions/1581773/computing-the-covariance-of-flipping-a-coin-in-the-first-and-last-flips

Fundamental Concept in Machine Learning
https://faculty.washington.edu/tamre/BayesTheorem.pdf

—-

Lecture Slides – old book
https://www.inf.ed.ac.uk/teaching/courses/rl/lecturelist.html

—
Color :
https://digitalsynopsis.com/design/color-thesaurus-correct-names-of-shades/

Random Sum:
http://www.math.unl.edu/~sdunbar1/ProbabilityTheory/Lessons/Conditionals/RandomSums/randsum.shtml

Simple probability examples:
http://jwilson.coe.uga.edu/emt668/emat6680.folders/dickerson/probability/titled.html
https://faculty.math.illinois.edu/~kkirkpat/SampleSpace.pdf

Series and Sum:
http://www.mathcentre.ac.uk/resources/uploaded/mc-ty-convergence-2009-1.pdf

Reference:
http://www.sjsu.edu/faculty/watkins/runs.htm

https://mathinsight.org/image/two_dice_distribution
http://www.mathguide.com/lessons2/ExpectedValues.html

http://www.mathguide.com/lessons2/ExpectedValues.html
https://www.texasgateway.org/resource/44-geometric-distribution-optional
https://www.me.utexas.edu/~jensen/ORMM/computation/unit/rvadd/discrete_dist/geometric.html
http://www.mathguide.com/lessons2/ExpectedValues.html
http://www.sjsu.edu/faculty/watkins/runs.htm From: https://sitestree.com/math-and-probability-for-data-science/
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Post Data:2019-05-03 11:45:31

Apr 14

Learn Reinforcement Learning #Root

By Author-Check- Article-or-Video in FromSitesTree.com

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

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

Blog: http://sitestree.com, http://bangla.salearningschool.com From: http://sitestree.com/learn-reinforcement-learning/
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Post Data:2019-04-27 15:29:37

Apr 14

Education and Corruption #Root

By Author-Check- Article-or-Video in FromSitesTree.com

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 From: https://sitestree.com/education-and-corruption/
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Post Data:2019-04-26 13:51:26

Apr 14

How Health Care Analytics Improves Patient Care #Root

By Author-Check- Article-or-Video in FromSitesTree.com

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

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

Blog: http://sitestree.com, http://bangla.salearningschool.com From: http://sitestree.com/how-health-care-analytics-improves-patient-care/
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Post Data:2019-04-24 12:02:48

Apr 14

On Text Classification based on Deep Learning/Neural Networks #Root

By Author-Check- Article-or-Video in FromSitesTree.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 From: https://sitestree.com/on-text-classification-based-on-deep-learning-neural-networks/
Categories:Root
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Post Data:2019-04-22 10:42:50

Apr 14

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

By Author-Check- Article-or-Video in FromSitesTree.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 From: https://sitestree.com/text-classification-such-as-article-category-classification-with-deep-learning-neural-network-approach/
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Post Data:2019-04-21 14:18:55

Apr 14

Sequence Classification using Deep Learning #Root

By Author-Check- Article-or-Video in FromSitesTree.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 From: https://sitestree.com/sequence-classification-using-deep-learning/
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Post Data:2019-04-21 10:55:42

ABC Learning Design: A Practical Guide to the Arena Blended Connected (ABC) Toolkit

SMTP: Purpose, Installation, Steps, Data Format

Which ETF performed similarly to Bitcoin or closely? What performed the closet?

If I were putting CAD $5,000 into either SPSK or SPRE — which I’d choose, based on risk/reward and probabilities as of Today (Nov 28, 2025)

is SPRE a good purchase today

Want to become a self-driving car engineer: “12 PROJECTS THAT HELP YOU BECOME SELF-DRIVING CAR ENGINEER (PYTHON and C++ CODE AVAILABLE)” #Root

AI Implementation Platforms: Reinforcement Learning Platforms and Applications: #Root

Gym:
https://gym.openai.com/

Gym is a toolkit for developing and comparing …. It supports teaching agents everything from walking to playing games like Pong or Pinball.

Reinforcement Learning: Tutorials: Code: Questions and Answers #Root

Math and Probability for Data Science #Root

Learn Reinforcement Learning #Root

Education and Corruption #Root

How Health Care Analytics Improves Patient Care #Root

On Text Classification based on Deep Learning/Neural Networks #Root

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

Sequence Classification using Deep Learning #Root

Categories

Recent Posts

Topics

Grid

ABC Learning Design: A Practical Guide to the Arena Blended Connected (ABC) Toolkit

SMTP: Purpose, Installation, Steps, Data Format

Which ETF performed similarly to Bitcoin or closely? What performed the closet?

If I were putting CAD $5,000 into either SPSK or SPRE — which I’d choose, based on risk/reward and probabilities as of Today (Nov 28, 2025)

is SPRE a good purchase today

Is SPSK a Good Buy Today? A Clear Guide for Long-Term Investors

Gym: https://gym.openai.com/

Gym is a toolkit for developing and comparing …. It supports teaching agents everything from walking to playing games like Pong or Pinball.

Categories

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Topics

Grid

Gym:
https://gym.openai.com/