What is LDA topic modeling? "Latent Dirichlet Allocation (LDA) is an example of topic model and is used to classify text in a document to a particular topic" https://towardsdatascience.com/topic-modeling-and-latent-dirichlet-allocation-in-python-9bf156893c24 What is topic modeling used for? "In machine learning and natural language processing, a topic model is a type of statistical model for discovering the abstract …
Category: ব্লগ । Blog
ব্লগ । Blog
May 07
Want to become a self-driving car engineer: “12 PROJECTS THAT HELP YOU BECOME SELF-DRIVING CAR ENGINEER (PYTHON and C++ CODE AVAILABLE)”
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 …
May 04
Recommended Book: Books covering many aspects of teaching in higher education
Svinicki, M. & McKeachie, W.J. (2014) McKeachie’s Teaching Tips: Strategies, Research and Theory for College and University Teachers. (14th ed). Australia: Wadsworth, Cengage Learning. • Davis, B.G. (2009). Tools for Teaching. San Francisco, CA: Jossey-Bass. • Bain, K. (2004). What the Best College Teachers Do. Cambridge, MA: Harvard University Press.
May 03
AI Implementation Platforms: Reinforcement Learning Platforms and Applications:
" 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 …
May 03
Applications and Research on Reinforcement Learning
"WHAT ARE MAJOR REINFORCEMENT LEARNING ACHIEVEMENTS & PAPERS FROM 2018?" Reference: https://www.topbots.com/most-important-ai-reinforcement-learning-research/#ai-rl-paper-2018-10 " Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Temporal Difference Models: Model-Free Deep RL for Model-Based Control Addressing Function Approximation Error in Actor-Critic Methods Learning by Playing – Solving …
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 …
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 …
