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[ DevCourseWeb.com ] Coursera - Machine Learning for Trading Specialization

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DevCourseWeb com Coursera - Machine Learning for Trading Specialization

文件列表
  1. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/01_introduction-to-trading-with-machine-learning-on-google-cloud/01_meet-and-greet/03_class-overview-who-these-courses-are-for.mp48.15MB
  2. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/01_introduction-to-trading-with-machine-learning-on-google-cloud/03_why-google-cloud-platform/01_why-google.mp45.14MB
  3. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/01_introduction-to-trading-with-machine-learning-on-google-cloud/03_why-google-cloud-platform/02_why-google-cloud-platform.mp46.86MB
  4. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/02_supervised-learning-with-bigquery-ml/01_introduction-to-supervised-learning/01_what-is-forecasting-part-1.mp410.63MB
  5. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/02_supervised-learning-with-bigquery-ml/01_introduction-to-supervised-learning/02_what-is-forecasting-part-2.mp46.8MB
  6. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/02_supervised-learning-with-bigquery-ml/01_introduction-to-supervised-learning/03_choosing-the-right-model-and-bqml-part-1.mp44.34MB
  7. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/02_supervised-learning-with-bigquery-ml/01_introduction-to-supervised-learning/04_choosing-the-right-model-and-bqml-part-2.mp42.97MB
  8. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/02_supervised-learning-with-bigquery-ml/01_introduction-to-supervised-learning/06_lab-intro-forecasting-stock-prices-using-regression-in-bqml.mp42.92MB
  9. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/01_time-series/01_what-is-a-time-series.mp411.98MB
  10. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/01_time-series/02_ar-auto-regressive.mp48.88MB
  11. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/01_time-series/03_ma-moving-average.mp43.56MB
  12. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/01_time-series/04_the-complete-arima-model.mp45.31MB
  13. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/02_comparing-regression-to-arima/01_arima-compared-to-linear-regression.mp417.89MB
  14. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/02_comparing-regression-to-arima/02_how-can-you-get-a-variety-of-models-from-just-a-single-series.mp42.56MB
  15. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/02_comparing-regression-to-arima/03_how-to-choose-arima-parameters-for-your-trading-model.mp45.71MB
  16. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/02_comparing-regression-to-arima/04_time-series-terminology-auto-correlation.mp45.53MB
  17. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/02_comparing-regression-to-arima/05_sensitivity-of-trading-strategy.mp47.61MB
  18. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/02_comparing-regression-to-arima/07_lab-intro-forecasting-stock-prices-using-arima.mp42.42MB
  19. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/03_time-series-and-arima-modeling/02_comparing-regression-to-arima/08_lab-walkthrough-forecasting-stock-prices-using-arima.mp415.47MB
  20. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/04_introduction-to-neural-networks-and-deep-learning/01_deep-learning/01_short-history-of-ml-neural-networks.mp424.71MB
  21. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/04_introduction-to-neural-networks-and-deep-learning/01_deep-learning/02_short-history-of-ml-modern-neural-networks.mp426.86MB
  22. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/04_introduction-to-neural-networks-and-deep-learning/02_model-generalization/01_overfitting-and-underfitting.mp427.14MB
  23. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/04_introduction-to-neural-networks-and-deep-learning/02_model-generalization/02_validation-and-training-data-splits.mp422.59MB
  24. ~Get Your Files Here !/introduction-trading-machine-learning-gcp/04_introduction-to-neural-networks-and-deep-learning/03_course-recap/02_course-recap-preview-of-next-course.mp49.12MB
  25. ~Get Your Files Here !/machine-learning-trading-finance/01_introduction-to-quantitative-trading-and-tensorflow/01_introduction-to-tensorflow-trading-ml/01_introduction-to-course.mp49.03MB
  26. ~Get Your Files Here !/machine-learning-trading-finance/01_introduction-to-quantitative-trading-and-tensorflow/02_understand-quantitative-trading-strategies/02_basic-trading-strategy-building-a-trading-model.mp411.03MB
  27. ~Get Your Files Here !/machine-learning-trading-finance/01_introduction-to-quantitative-trading-and-tensorflow/02_understand-quantitative-trading-strategies/03_advanced-concepts-in-trading-strategies.mp416.33MB
  28. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/01_overview.mp42.6MB
  29. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/02_introduction-to-tensorflow.mp415.28MB
  30. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/03_tensorflow-api-hierarchy.mp410.03MB
  31. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/04_components-of-tensorflow-tensors-and-variables.mp413.29MB
  32. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/05_getting-started-with-google-cloud-platform-and-qwiklabs.mp48.02MB
  33. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/06_lab-intro-writing-low-level-tensorflow-programs.mp41.29MB
  34. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/07_working-in-memory-and-with-files.mp48.7MB
  35. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/08_training-on-large-datasets-with-tf-data-api.mp410.67MB
  36. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/09_getting-the-data-ready-for-model-training.mp413.84MB
  37. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/10_embeddings.mp421.5MB
  38. ~Get Your Files Here !/machine-learning-trading-finance/02_introduction-to-tensorflow/01_introduction-to-tensorflow/11_lab-intro-manipulating-data-with-tensorflow-dataset-api.mp4966.02KB
  39. ~Get Your Files Here !/machine-learning-trading-finance/03_training-neural-networks-with-tensorflow-2-and-keras/01_overview-of-neural-networks-and-introduction-to-keras-apis/01_overview.mp42.21MB
  40. ~Get Your Files Here !/machine-learning-trading-finance/03_training-neural-networks-with-tensorflow-2-and-keras/01_overview-of-neural-networks-and-introduction-to-keras-apis/02_activation-functions.mp417.88MB
  41. ~Get Your Files Here !/machine-learning-trading-finance/03_training-neural-networks-with-tensorflow-2-and-keras/01_overview-of-neural-networks-and-introduction-to-keras-apis/05_serving-models-in-the-cloud.mp45.17MB
  42. ~Get Your Files Here !/machine-learning-trading-finance/03_training-neural-networks-with-tensorflow-2-and-keras/01_overview-of-neural-networks-and-introduction-to-keras-apis/06_lab-intro-keras-sequential-api.mp4616.9KB
  43. ~Get Your Files Here !/machine-learning-trading-finance/03_training-neural-networks-with-tensorflow-2-and-keras/01_overview-of-neural-networks-and-introduction-to-keras-apis/08_regularization-the-basics.mp48.37MB
  44. ~Get Your Files Here !/machine-learning-trading-finance/03_training-neural-networks-with-tensorflow-2-and-keras/01_overview-of-neural-networks-and-introduction-to-keras-apis/10_regularization-dropout.mp48.97MB
  45. ~Get Your Files Here !/machine-learning-trading-finance/03_training-neural-networks-with-tensorflow-2-and-keras/01_overview-of-neural-networks-and-introduction-to-keras-apis/11_lab-intro-keras-functional-api.mp42.8MB
  46. ~Get Your Files Here !/machine-learning-trading-finance/03_training-neural-networks-with-tensorflow-2-and-keras/01_overview-of-neural-networks-and-introduction-to-keras-apis/12_recap.mp47.23MB
  47. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/01_identify-momentum-based-factors/01_introduction-to-momentum-trading.mp420.69MB
  48. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/01_identify-momentum-based-factors/02_introduction-to-hurst.mp411.37MB
  49. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/01_building-a-momentum-trading-model.mp417.85MB
  50. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/02_define-the-problem.mp422.12MB
  51. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/03_collect-the-data.mp43.31MB
  52. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/04_creating-features.mp410.37MB
  53. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/05_split-the-data.mp45.14MB
  54. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/06_selecting-a-machine-learning-algorithm.mp44.95MB
  55. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/07_backtest-on-unseen-data.mp45.91MB
  56. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/09_lab-intro-momentum-trading.mp43.51MB
  57. ~Get Your Files Here !/machine-learning-trading-finance/04_build-a-momentum-based-trading-system/02_build-a-trading-model-that-uses-momentum-factors/10_momentum-trading-lab-solution.mp428.44MB
  58. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/01_picking-pairs/01_introduction-to-pair-trading.mp431.59MB
  59. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/01_picking-pairs/02_picking-pairs.mp416.09MB
  60. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/01_picking-pairs/03_picking-pairs-with-clustering.mp422.66MB
  61. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/02_trading-strategy/01_how-to-implement-a-pair-trading-strategy.mp419.8MB
  62. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/02_trading-strategy/02_evaluate-results-of-a-pair-trade.mp427.75MB
  63. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/03_backtesting-and-avoiding-overfitting/01_backtesting-and-avoiding-overfitting.mp430.12MB
  64. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/03_backtesting-and-avoiding-overfitting/02_next-steps-improvements-to-your-pairs-strategy.mp424.59MB
  65. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/03_backtesting-and-avoiding-overfitting/03_lab-intro-pairs-trading.mp42.63MB
  66. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/03_backtesting-and-avoiding-overfitting/04_lab-solution-pairs-trading.mp427.95MB
  67. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/04_optimize-momentum-trading-model-to-minimize-costs/01_kalman-filter-introduction.mp416.78MB
  68. ~Get Your Files Here !/machine-learning-trading-finance/05_build-a-pair-trading-strategy-prediction-model/04_optimize-momentum-trading-model-to-minimize-costs/02_kalman-filter-trading-applications.mp419.36MB
  69. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/01_introduction-to-course/01_introduction-to-course.mp49.66MB
  70. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/01_introduction-to-course/02_what-is-reinforcement-learning.mp420.41MB
  71. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/02_working-with-mdps/01_history-overview.mp45.07MB
  72. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/02_working-with-mdps/02_value-iteration.mp413.22MB
  73. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/02_working-with-mdps/03_policy-iteration.mp410.96MB
  74. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/03_online-learning/01_td-learning.mp412.71MB
  75. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/03_online-learning/02_q-learning.mp413.48MB
  76. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/03_online-learning/03_benefits-of-reinforcement-learning-in-your-trading-strategy.mp416.21MB
  77. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/03_online-learning/04_drl-advantages-for-strategy-efficiency-and-performance.mp437.42MB
  78. ~Get Your Files Here !/trading-strategies-reinforcement-learning/01_introduction-to-course-and-reinforcement-learning/03_online-learning/06_introduction-to-qwiklabs.mp48.02MB
  79. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/01_q-networks/01_td-gammon.mp411.9MB
  80. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/01_q-networks/02_deep-q-networks-loss.mp43.51MB
  81. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/01_q-networks/03_deep-q-networks-memory.mp45.74MB
  82. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/01_q-networks/04_deep-q-networks-code.mp46.18MB
  83. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/02_policy-gradients/01_policy-gradients.mp48.69MB
  84. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/02_policy-gradients/02_actor-critic.mp47.59MB
  85. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/03_what-is-lstm-and-how-to-apply-it/01_what-is-lstm.mp413.05MB
  86. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/03_what-is-lstm-and-how-to-apply-it/02_more-on-lstm.mp46.59MB
  87. ~Get Your Files Here !/trading-strategies-reinforcement-learning/02_neural-network-based-reinforcement-learning/03_what-is-lstm-and-how-to-apply-it/03_applying-lstm-to-time-series-data.mp411.43MB
  88. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/01_investment-and-trading-portfolio-optimization/01_how-to-develop-a-drl-trading-system.mp43.66MB
  89. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/01_investment-and-trading-portfolio-optimization/02_steps-required-to-develop-a-drl-strategy.mp431.25MB
  90. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/01_investment-and-trading-portfolio-optimization/03_final-checks-before-going-live-with-your-strategy.mp423.87MB
  91. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/01_investment-and-trading-portfolio-optimization/04_investment-and-trading-risk-management.mp418.53MB
  92. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/01_investment-and-trading-portfolio-optimization/05_trading-strategy-risk-management.mp421.67MB
  93. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/01_investment-and-trading-portfolio-optimization/06_portfolio-risk-reduction.mp418.24MB
  94. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/02_automl/01_why-automl.mp423.08MB
  95. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/02_automl/02_automl-vision.mp45.07MB
  96. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/02_automl/03_automl-nlp.mp44.97MB
  97. ~Get Your Files Here !/trading-strategies-reinforcement-learning/03_portfolio-optimization/02_automl/04_automl-tables.mp421.6MB
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