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[ DevCourseWeb.com ] Udemy - BigQuery ML - Machine Learning in Google Cloud with BigQuery

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视频 2022-5-22 14:52 2024-12-19 20:32 209 3.2 GB 104
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DevCourseWeb com Udemy - BigQuery ML - Machine Learning in Google Cloud with BigQuery

文件列表
  1. ~Get Your Files Here !/1. Introduction to GCP/1. Introduction to Google Cloud Platform.mp49.22MB
  2. ~Get Your Files Here !/1. Introduction to GCP/2. GCP vs AWS vs Azure - Why choose GCP.mp420.44MB
  3. ~Get Your Files Here !/1. Introduction to GCP/3. AI & ML services in Google Cloud.mp433.07MB
  4. ~Get Your Files Here !/10. Boosted Trees/1. What is Boosting and Why it is needed.mp424.19MB
  5. ~Get Your Files Here !/10. Boosted Trees/10. Boosted Tree Example - Hyperparameter Tuning.mp450.38MB
  6. ~Get Your Files Here !/10. Boosted Trees/11. Boosted Tree Example - Evaluation.mp438.83MB
  7. ~Get Your Files Here !/10. Boosted Trees/2. Boosted Tree working explained.mp413.39MB
  8. ~Get Your Files Here !/10. Boosted Trees/3. Types of Boosting.mp420.71MB
  9. ~Get Your Files Here !/10. Boosted Trees/4. Options in Create model query - Part 1.mp428.1MB
  10. ~Get Your Files Here !/10. Boosted Trees/5. Options in Create model query - Part 2.mp439.16MB
  11. ~Get Your Files Here !/10. Boosted Trees/6. Boosted Tree Example - Use Case Intro & EDA.mp453.5MB
  12. ~Get Your Files Here !/10. Boosted Trees/7. Boosted Tree Example - Feature Engineering Part 1.mp423.28MB
  13. ~Get Your Files Here !/10. Boosted Trees/8. Boosted Tree Example - Feature Engineering Part 2.mp4105.64MB
  14. ~Get Your Files Here !/10. Boosted Trees/9. Boosted Tree Example - Create model.mp467.24MB
  15. ~Get Your Files Here !/11. Model management Operations in BigQuery/1. Introduction.mp411.22MB
  16. ~Get Your Files Here !/11. Model management Operations in BigQuery/2. Operations on Models - Part 1.mp418.32MB
  17. ~Get Your Files Here !/11. Model management Operations in BigQuery/3. Operations on Models - Part 2.mp428.73MB
  18. ~Get Your Files Here !/12. Deep Neural Network (DNN)/1. What is Artificial Neural Network.mp422.28MB
  19. ~Get Your Files Here !/12. Deep Neural Network (DNN)/11. DNN Example Use Case.mp447.7MB
  20. ~Get Your Files Here !/12. Deep Neural Network (DNN)/12. DNN Example Implementation in BigQuery ML.mp443.11MB
  21. ~Get Your Files Here !/12. Deep Neural Network (DNN)/2. Working of Artificial Neural Network.mp431.42MB
  22. ~Get Your Files Here !/12. Deep Neural Network (DNN)/3. DNN working explained.mp426.74MB
  23. ~Get Your Files Here !/12. Deep Neural Network (DNN)/4. Activation Functions - Sigmoid, TanH.mp430.48MB
  24. ~Get Your Files Here !/12. Deep Neural Network (DNN)/5. Activation Functions - RELU.mp419.62MB
  25. ~Get Your Files Here !/12. Deep Neural Network (DNN)/6. Which Activation Function to choose.mp414.64MB
  26. ~Get Your Files Here !/12. Deep Neural Network (DNN)/7. Dropout technique to avoid Overfitting.mp422.65MB
  27. ~Get Your Files Here !/12. Deep Neural Network (DNN)/8. HIDDEN_UNITS Option.mp424.63MB
  28. ~Get Your Files Here !/12. Deep Neural Network (DNN)/9. Optimizer in DNN.mp423.17MB
  29. ~Get Your Files Here !/13. BigQuery ML Pricing/1. Free operations in BigQuery ML.mp48.04MB
  30. ~Get Your Files Here !/13. BigQuery ML Pricing/2. What is Flat rate pricing model.mp419.66MB
  31. ~Get Your Files Here !/13. BigQuery ML Pricing/3. Costs involved in Flat rate pricing model.mp427.72MB
  32. ~Get Your Files Here !/13. BigQuery ML Pricing/4. Reservations.mp424.02MB
  33. ~Get Your Files Here !/13. BigQuery ML Pricing/5. BigQuery ML On-demand pricing model.mp430.51MB
  34. ~Get Your Files Here !/13. BigQuery ML Pricing/6. Calculate price for Create Model query.mp429MB
  35. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/1. What is Time series Forecasting .mp415.46MB
  36. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/10. ARIMA+ Example - Evaluation.mp473.05MB
  37. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/11. ARIMA+ Example - Inferencing Functions.mp457.78MB
  38. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/12. ARIMA+ Example - Model Explainability.mp444.72MB
  39. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/2. Components of Time series.mp414.78MB
  40. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/3. Stationarity in Time series.mp412.3MB
  41. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/4. Auto regression (AR) in ARIMA.mp427.55MB
  42. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/5. Moving Average (MA) in ARIMA.mp431.16MB
  43. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/6. ARIMA+ Options - Part 1.mp431.17MB
  44. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/7. ARIMA+ Options - Part 2.mp419.73MB
  45. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/8. ARIMA+ Example - Use case & EDA.mp451MB
  46. ~Get Your Files Here !/14. ARIMA+ for Time series Forecasting/9. ARIMA+ Example - Create Model.mp463.75MB
  47. ~Get Your Files Here !/15. Additional Learnings/1. Google Cloud SDK setup.mp411.33MB
  48. ~Get Your Files Here !/16. BONUS/1. Bonus.mp419.39MB
  49. ~Get Your Files Here !/2. BigQuery ML (BQML) introduction/1. What is BigQuery ML.mp419.21MB
  50. ~Get Your Files Here !/2. BigQuery ML (BQML) introduction/2. Conventional ML challenges and How Big query is addressing them.mp437.24MB
  51. ~Get Your Files Here !/2. BigQuery ML (BQML) introduction/3. BigQuery ML Features.mp427.9MB
  52. ~Get Your Files Here !/2. BigQuery ML (BQML) introduction/4. Advantages of BigQuery ML.mp419.51MB
  53. ~Get Your Files Here !/2. BigQuery ML (BQML) introduction/5. LifecycleWorkflow of a BigQuery ML Project.mp420.79MB
  54. ~Get Your Files Here !/2. BigQuery ML (BQML) introduction/6. BQML supported models.mp461.14MB
  55. ~Get Your Files Here !/3. BigQuery Basics - Crash course/1. Announcement.mp43.9MB
  56. ~Get Your Files Here !/3. BigQuery Basics - Crash course/4. Create a Project.mp431.06MB
  57. ~Get Your Files Here !/3. BigQuery Basics - Crash course/5. BigQuery UI Tour.mp429.54MB
  58. ~Get Your Files Here !/3. BigQuery Basics - Crash course/6. Create a Dataset.mp427.54MB
  59. ~Get Your Files Here !/3. BigQuery Basics - Crash course/7. Create a Table.mp452.78MB
  60. ~Get Your Files Here !/4. Linear Regression/1. What is Linear regression - Part 1.mp430.42MB
  61. ~Get Your Files Here !/4. Linear Regression/10. Gradient Descent Optimize Strategy.mp420.03MB
  62. ~Get Your Files Here !/4. Linear Regression/11. Types of Gradient Descent.mp413.59MB
  63. ~Get Your Files Here !/4. Linear Regression/12. Learn rate Option.mp417.75MB
  64. ~Get Your Files Here !/4. Linear Regression/13. Other Options in Create model query.mp434.27MB
  65. ~Get Your Files Here !/4. Linear Regression/14. Model Training - Write Create model Query for Linear regression.mp467.36MB
  66. ~Get Your Files Here !/4. Linear Regression/15. Exploring Model details.mp427.03MB
  67. ~Get Your Files Here !/4. Linear Regression/16. Model Evaluation Query (ML.EVALUATE).mp452.23MB
  68. ~Get Your Files Here !/4. Linear Regression/17. Model Training - Optimize Create Model Query.mp457.8MB
  69. ~Get Your Files Here !/4. Linear Regression/19. Model Prediction (ML.PREDICT).mp448.61MB
  70. ~Get Your Files Here !/4. Linear Regression/2. What is Linear regression - Part 2.mp423.48MB
  71. ~Get Your Files Here !/4. Linear Regression/3. High-level view of Create Model query.mp444.1MB
  72. ~Get Your Files Here !/4. Linear Regression/4. Limitations of Create model query.mp416.23MB
  73. ~Get Your Files Here !/4. Linear Regression/5. Linear regression Example Use case.mp438.96MB
  74. ~Get Your Files Here !/4. Linear Regression/6. Basic Options in Create model query.mp433.16MB
  75. ~Get Your Files Here !/4. Linear Regression/7. Overfitting problem.mp410.55MB
  76. ~Get Your Files Here !/4. Linear Regression/8. L2Ridge regularization.mp417.82MB
  77. ~Get Your Files Here !/4. Linear Regression/9. L1Lasso regularization.mp413.98MB
  78. ~Get Your Files Here !/5. Hyperparameter Tuning in BigQuery/1. What is Hyperparameter Tuning .mp47.56MB
  79. ~Get Your Files Here !/5. Hyperparameter Tuning in BigQuery/2. Hyperparameter Tuning Options in BigQuery.mp440.25MB
  80. ~Get Your Files Here !/5. Hyperparameter Tuning in BigQuery/3. Tune the Linear regression model.mp444.8MB
  81. ~Get Your Files Here !/6. Model Explainability Functions/1. Why Model Explainability is important .mp411.04MB
  82. ~Get Your Files Here !/6. Model Explainability Functions/2. Model Explainability Functions in BigQuery.mp451.3MB
  83. ~Get Your Files Here !/6. Model Explainability Functions/3. ML.WEIGHTS Function.mp417.76MB
  84. ~Get Your Files Here !/7. Logistic regression/1. What is Logistic regression .mp419.22MB
  85. ~Get Your Files Here !/7. Logistic regression/2. Sigmoid Function.mp414.83MB
  86. ~Get Your Files Here !/7. Logistic regression/3. Logistic regression Example Use case.mp440.26MB
  87. ~Get Your Files Here !/7. Logistic regression/4. Model Training - Write Create model Query for Logistic regression.mp424.38MB
  88. ~Get Your Files Here !/7. Logistic regression/5. Evaluation metrics Fundamentals explained.mp430.74MB
  89. ~Get Your Files Here !/7. Logistic regression/6. Precision, Recall, Accuracy, F1 score.mp430.18MB
  90. ~Get Your Files Here !/7. Logistic regression/7. Evaluation Functions in BigQuery.mp439.18MB
  91. ~Get Your Files Here !/7. Logistic regression/8. Prediction Function (ML.PREDICT).mp435.44MB
  92. ~Get Your Files Here !/7. Logistic regression/9. Applications of Logistic regression.mp411.32MB
  93. ~Get Your Files Here !/8. Feature Pre-processing/1. Automatic Feature Pre-processing.mp446.32MB
  94. ~Get Your Files Here !/8. Feature Pre-processing/2. Manual Feature Pre-processing - Part 1.mp469.15MB
  95. ~Get Your Files Here !/8. Feature Pre-processing/3. Manual Feature Pre-processing - Part 2.mp422.73MB
  96. ~Get Your Files Here !/9. K-means Clustering/1. What is Clustering.mp419.04MB
  97. ~Get Your Files Here !/9. K-means Clustering/2. K-means algorithm working.mp414.78MB
  98. ~Get Your Files Here !/9. K-means Clustering/3. Advantages & Disadvantages of K-means.mp412.09MB
  99. ~Get Your Files Here !/9. K-means Clustering/4. Applications of K-means algorithm.mp416.05MB
  100. ~Get Your Files Here !/9. K-means Clustering/5. Options in Create model query.mp428.63MB
  101. ~Get Your Files Here !/9. K-means Clustering/6. K-means Example in BigQuery - Create model.mp468.94MB
  102. ~Get Your Files Here !/9. K-means Clustering/7. K-means Example in BigQuery - Evaluation.mp456.21MB
  103. ~Get Your Files Here !/9. K-means Clustering/8. K-means Example in BigQuery - Prediction.mp441.39MB
  104. ~Get Your Files Here !/9. K-means Clustering/9. K-means Example in BigQuery - Anomaly detection.mp456.52MB
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