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AI for Engineering Applications • A-Z (2023-04)

chesskom
Apr 2nd, 2023 (edited)
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  1. AI for Engineering Applications • A-Z
  2. 5 sections • 52 lectures • 12h 3m total length
  3. 2023-04 | e-Learning | English | MP4, ZIP | 16.47 GB
  4.  
  5. This is a complete course that will prepare you to use Machine Learning in Engineering Applications from A to Z. We will cover the fundamentals of Machine Learning and its applications in Engineering Companies, focusing on 4 types of machine learning: Optimization, Structured data, Reinforcement Learning, and Machine Vision.
  6.  
  7.  
  8. DOWNLOAD:
  9. -------------------------
  10. https://wplik.com/c5o9gxgr56lf/ai-4-eng-app-az-2023-04.part01.rar
  11. https://wplik.com/1vlqt3q7c05l/ai-4-eng-app-az-2023-04.part02.rar
  12. https://wplik.com/udqqt0l992zb/ai-4-eng-app-az-2023-04.part03.rar
  13. https://wplik.com/w4x3dbwfgavf/ai-4-eng-app-az-2023-04.part04.rar
  14. https://wplik.com/ooulggupr1yl/ai-4-eng-app-az-2023-04.part05.rar
  15. https://wplik.com/quj0xe39au4t/ai-4-eng-app-az-2023-04.part06.rar
  16. https://wplik.com/3t5i0g96olod/ai-4-eng-app-az-2023-04.part07.rar
  17. https://wplik.com/8x2d6woroimv/ai-4-eng-app-az-2023-04.part08.rar
  18. https://wplik.com/70gum4rfp6t7/ai-4-eng-app-az-2023-04.part09.rar
  19. https://wplik.com/a6nh5kfdbh5b/ai-4-eng-app-az-2023-04.part10.rar
  20. https://wplik.com/xa9ub7sywl4e/ai-4-eng-app-az-2023-04.part11.rar
  21. https://wplik.com/05j5uy2g7ggn/ai-4-eng-app-az-2023-04.part12.rar
  22. https://wplik.com/gq1wko4fv5lp/ai-4-eng-app-az-2023-04.part13.rar
  23. https://wplik.com/c6xp44htmjcg/ai-4-eng-app-az-2023-04.part14.rar
  24. https://wplik.com/s6c06cxgci2r/ai-4-eng-app-az-2023-04.part15.rar
  25. https://wplik.com/c57vnewce6ut/ai-4-eng-app-az-2023-04.part16.rar
  26. https://wplik.com/vftii9cbepnq/ai-4-eng-app-az-2023-04.part17.rar
  27. -------------------------
  28. https://rg.to/file/07e2c3f56c0fca65cf8525ac54cb6f8c/ai-4-eng-app-az-2023-04.part01.rar
  29. https://rg.to/file/2e7b235d5cef8a392f664299f3e5491e/ai-4-eng-app-az-2023-04.part02.rar
  30. https://rg.to/file/63d199166ce0c4f623a73325fdf72f41/ai-4-eng-app-az-2023-04.part03.rar
  31. https://rg.to/file/0ce7e4bf3ceea51ae4be0f72a34b8b74/ai-4-eng-app-az-2023-04.part04.rar
  32. https://rg.to/file/44720a4ba2f9e66578b41c1945621368/ai-4-eng-app-az-2023-04.part05.rar
  33. https://rg.to/file/1cdf2d522ef9203d9853e7d04dd1dcd6/ai-4-eng-app-az-2023-04.part06.rar
  34. https://rg.to/file/0d19fd874e9384f8820b5e8c608e3f73/ai-4-eng-app-az-2023-04.part07.rar
  35. https://rg.to/file/77fa5cc7c8b82c0dfaef9bfa10507684/ai-4-eng-app-az-2023-04.part08.rar
  36. https://rg.to/file/ff77857fd6e4045a998758dc702c32ac/ai-4-eng-app-az-2023-04.part09.rar
  37. https://rg.to/file/b0fcb2561af06cdb09915aae36e3124a/ai-4-eng-app-az-2023-04.part10.rar
  38. https://rg.to/file/30b6695bed174a6b2dfb25ba3eac5e58/ai-4-eng-app-az-2023-04.part11.rar
  39. https://rg.to/file/1ebf281a2c93f50e4b613a5364f55c9e/ai-4-eng-app-az-2023-04.part12.rar
  40. https://rg.to/file/f3a3c9b4ba16985d2302e49f8b0943d8/ai-4-eng-app-az-2023-04.part13.rar
  41. https://rg.to/file/5701fe09e622889a4b3fb79c91dc92b5/ai-4-eng-app-az-2023-04.part14.rar
  42. https://rg.to/file/80b01e7cc80ded3244ecbe51ec329448/ai-4-eng-app-az-2023-04.part15.rar
  43. https://rg.to/file/57f3e22943d160199a62d6207ce0d892/ai-4-eng-app-az-2023-04.part16.rar
  44. https://rg.to/file/8001bbe3ac912ca92948a56bd5bd01b7/ai-4-eng-app-az-2023-04.part17.rar
  45. -------------------------
  46. https://egofiles.net/5959aca38d56b96d/ai-4-eng-app-az-2023-04.part01.rar
  47. https://egofiles.net/3d3923890cd56214/ai-4-eng-app-az-2023-04.part02.rar
  48. https://egofiles.net/229cb9ce732bf603/ai-4-eng-app-az-2023-04.part03.rar
  49. https://egofiles.net/8a9914cc9259b56f/ai-4-eng-app-az-2023-04.part04.rar
  50. https://egofiles.net/3857870649bca643/ai-4-eng-app-az-2023-04.part05.rar
  51. https://egofiles.net/5569b094ac2d0450/ai-4-eng-app-az-2023-04.part06.rar
  52. https://egofiles.net/5ccbd2f38281226a/ai-4-eng-app-az-2023-04.part07.rar
  53. https://egofiles.net/e4ac15ff37933410/ai-4-eng-app-az-2023-04.part08.rar
  54. https://egofiles.net/ea53e4559e9c97d4/ai-4-eng-app-az-2023-04.part09.rar
  55. https://egofiles.net/2715fee8f09c2e95/ai-4-eng-app-az-2023-04.part10.rar
  56. https://egofiles.net/e4b2d04c16d74e73/ai-4-eng-app-az-2023-04.part11.rar
  57. https://egofiles.net/5d95951baa1fcc42/ai-4-eng-app-az-2023-04.part12.rar
  58. https://egofiles.net/4f1e636ab5f9a2c1/ai-4-eng-app-az-2023-04.part13.rar
  59. https://egofiles.net/cc83ca76e254d5de/ai-4-eng-app-az-2023-04.part14.rar
  60. https://egofiles.net/a8129ee147aa80cc/ai-4-eng-app-az-2023-04.part15.rar
  61. https://egofiles.net/ddabce8abecdee03/ai-4-eng-app-az-2023-04.part16.rar
  62. https://egofiles.net/c940a6bfe16dc471/ai-4-eng-app-az-2023-04.part17.rar
  63. -------------------------
  64.  
  65.  
  66.  
  67. What you'll learn
  68. - Understand the needed AI for Engineering Applications.
  69. - How to Code an Optimize model from scratch.
  70. - How to Code a K-Means Clustering from scratch.
  71. - How to Code a Q table Reinforcement Learning Engine from Scratch.
  72. - Use Google Or-Tools to optimize a plant scheduling problem.
  73. - Use OpenAI baselines library to solve a control problem.
  74. - Use Keras to construct a U-net neural network to segment (outline) a crack on a surface.
  75. - Predict machine failure using real aircraft engine data.
  76.  
  77. Requirements
  78. - High School Maths.
  79. - Basic Python knowledge.
  80.  
  81. Description
  82.  
  83. This is a complete course that will prepare you to use Machine Learning in Engineering Applications from A to Z. We will cover the fundamentals of Machine Learning and its applications in Engineering Companies, focusing on 4 types of machine learning: Optimization, Structured data, Reinforcement Learning, and Machine Vision.
  84.  
  85. What skills will you Learn:
  86.  
  87. In this course, you will learn the following skills:
  88. - Understand the math behind Machine Learning Algorithms.
  89. - Write and build Machine Learning Algorithms from scratch.
  90. - Preprocess data for Images, Reinforcement learning, structured data, and optimization.
  91. - Analyze data to extract valuable insights.
  92. - Use opensource libraries to apply Machine Learning to the different types of machine learning.
  93.  
  94. We will cover:
  95. - Fundamentals of Optimization and building optimization algorithms from scratch.
  96. - Use Google OR Tools optimization library/solver to solve Shop job problems.
  97. - Fundamentals of Structured Data processing algorithms and building data clustering using K-Nearest Neighbors algorithms from scratch.
  98. - Use scikit-learn library along with others to predict the Remaining Useful Life of Aircraft Engines (Predictive maintenance).
  99. - Fundamentals of Reinforcement Learning and building Q-Table algorithms from scratch.
  100. - Use Keras & Stable baselines libraries to control room temperature and construct a custom-made Environment using OpenAI Gym.
  101. - Fundamentals of Deep Learning and Networks used in deep learning for machine vision inspection.
  102. - The use of TensorFlow/ Keras to construct Deep Neural Networks and process images for Classification using CNN (images that have cracks and images that do not) and crack Detection and segmentation using U-Net (outline the crack location in every crack image).
  103.  
  104. If you do not have prior experience in Machine Learning or Computational Engineering, that's no problem. This course is complete and concise, covering the fundamentals of Machine Learning followed by using real data with strong opensource libraries needed to apply AI in Companies. Let's work together to fulfill the need of companies to apply Machine Learning in Engineering applications to MAKE OUR FUTURE ENGINEERING PRODUCTS SMARTER.
  105.  
  106. Who this course is for:
  107. - Engineers and Programmers whom want to get familiar with applying AI for Engineering applications.
  108.  
  109.  
  110.  
  111. MORE COURSES:
  112. -----------------------------------------
  113. https://rg.to/folder/6531533/WEBSITE.html
  114. ---------------------------------------------
  115. https://rg.to/folder/6432280/PROGRAMMING.html
  116. ------------------------------------------------
  117. https://rg.to/folder/5704524/ENGLISH_COURSE.html
  118. ------------------------------------------------
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