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
Category: ব্লগ । Blog
ব্লগ । Blog
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 …
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 …
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 …
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 …
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 …
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 …
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
Jan 27
Bloomberg: Theme of the Week
From Bloomberg: China Inc. Is Battling a Crisis of Confidence – Anjani Trivedi Home Truths Are Holding Back China’s Consumers – Nisha Gopalan The U.S.-China Cold War Will Worsen Before It Improves – Tyler Cowen How the U.S. Could Lose a Tech Cold War – Andrew Browne China Wants to Dominate the Internet – Emily …
