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/ Categories:RootTags: Post Data:2019-05-03 11:51:24 Shop Online: https://www.ShopForSoul.com/ (Big Data, Cloud, Security, Machine Learning): Courses: http://Training.SitesTree.com In Bengali: http://Bangla.SaLearningSchool.com …
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Apr 14
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. " 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 …
Apr 14
Want to become a self-driving car engineer: “12 PROJECTS THAT HELP YOU BECOME SELF-DRIVING CAR ENGINEER (PYTHON and C++ CODE AVAILABLE)” #Root
Want to become a self-driving car engineer: “12 PROJECTS THAT HELP YOU BECOME SELF-DRIVING CAR ENGINEER (PYTHON and C++ CODE AVAILABLE)” Project 1 – Finding Lane Lines on the Road https://github.com/ndrplz/self-driving-car/tree/master/project_1_lane_finding_basic Project 2 – Traffic Sign Classification https://github.com/ndrplz/self-driving-car/tree/master/project_2_traffic_sign_classifier Project 3 – Behavioral Cloning https://github.com/ndrplz/self-driving-car/tree/master/project_3_behavioral_cloning Project 4 – Advanced Lane Finding https://github.com/ndrplz/self-driving-car/tree/master/project_4_advanced_lane_finding Vehicle Detection Project https://github.com/ndrplz/self-driving-car/tree/master/project_5_vehicle_detection …
Apr 14
Education and Corruption #Root
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 …
Apr 14
Learn Reinforcement Learning #Root
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/ Categories:RootTags: Post …
Apr 14
Math and Probability for Data Science #Root
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/ Categories:RootTags: Post …
Apr 14
Sequence Classification using Deep Learning #Root
"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 …
Apr 14
Text Classification such as article category classification with Deep Learning/Neural Network Approach #Root
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 …
Apr 14
On Text Classification based on Deep Learning/Neural Networks #Root
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 …
Apr 14
How Health Care Analytics Improves Patient Care #Root
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 …
