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Machine Learning with Python from Scratch

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视频 2022-7-23 00:05 2024-12-25 00:58 137 5.52 GB 63
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Machine Learning with Python from Scratch

文件列表
  1. Machine Learning with Python from Scratch/3. Machine Learning/20. L20-Linear Regression.mp4171.97MB
  2. Machine Learning with Python from Scratch/1. Environment Setup/2. L1-Anaconda.mp4110.13MB
  3. Machine Learning with Python from Scratch/1. Environment Setup/3. L2-Jupyter Notebook.mp484.93MB
  4. Machine Learning with Python from Scratch/2. Data Analysis/1. L1-Introduction.mp455.75MB
  5. Machine Learning with Python from Scratch/2. Data Analysis/2. L2-Numpy Array Concept and Math Operations.mp491.4MB
  6. Machine Learning with Python from Scratch/2. Data Analysis/3. L3-Numpy Indexing, Slicing and Iterating.mp457.83MB
  7. Machine Learning with Python from Scratch/2. Data Analysis/4. L4-Numpy Shape Manipulation.mp459.55MB
  8. Machine Learning with Python from Scratch/2. Data Analysis/5. L5-Numpy Linear Algebra.mp462.83MB
  9. Machine Learning with Python from Scratch/2. Data Analysis/6. L6-Pandas Data structures and properties.mp4102.41MB
  10. Machine Learning with Python from Scratch/2. Data Analysis/7. L7-Pandas Operations.mp494.85MB
  11. Machine Learning with Python from Scratch/2. Data Analysis/8. L8-Pandas Applying Functions.mp491.62MB
  12. Machine Learning with Python from Scratch/2. Data Analysis/9. L9-Pandas Importing and Exporting data.mp478.72MB
  13. Machine Learning with Python from Scratch/2. Data Analysis/10. L10-Pandas Merge-Join-Concat-Group by.mp4129.69MB
  14. Machine Learning with Python from Scratch/2. Data Analysis/11. L11-Pandas Statistics with Pandas.mp447.55MB
  15. Machine Learning with Python from Scratch/2. Data Analysis/12. L12-Time Series with Pandas.mp4114.25MB
  16. Machine Learning with Python from Scratch/2. Data Analysis/13. L13-Matplotlib basics.mp474.39MB
  17. Machine Learning with Python from Scratch/2. Data Analysis/14. L14-Matplotlib Subplots and Axes.mp456.24MB
  18. Machine Learning with Python from Scratch/2. Data Analysis/15. L15-Matplotlib Object Oriented Method.mp495.39MB
  19. Machine Learning with Python from Scratch/2. Data Analysis/16. L16-Matplotlib Color Maps.mp471.83MB
  20. Machine Learning with Python from Scratch/2. Data Analysis/17. L17-Matplotlib Statistical Graphs part1.mp482.69MB
  21. Machine Learning with Python from Scratch/2. Data Analysis/18. L18-Matplotlib Statistical Graphs part2.mp492.99MB
  22. Machine Learning with Python from Scratch/2. Data Analysis/19. L19-Seaborn Basics.mp4101.75MB
  23. Machine Learning with Python from Scratch/2. Data Analysis/20. L20-Seaborn Color Palette.mp456.81MB
  24. Machine Learning with Python from Scratch/2. Data Analysis/21. L21-Seaborn Categorical Data.mp4107.29MB
  25. Machine Learning with Python from Scratch/2. Data Analysis/22. L22-Seaborn Numerical Data.mp497.52MB
  26. Machine Learning with Python from Scratch/3. Machine Learning/1. L1-Introduction to Machine Learning.mp446.81MB
  27. Machine Learning with Python from Scratch/3. Machine Learning/2. L2-Overfitting and Underfitting.mp467.22MB
  28. Machine Learning with Python from Scratch/3. Machine Learning/3. L3-KFold Cross Validation.mp473.8MB
  29. Machine Learning with Python from Scratch/3. Machine Learning/4. L4-Classification Metrics.mp447MB
  30. Machine Learning with Python from Scratch/3. Machine Learning/5. L5-Logistic Regression.mp4163.61MB
  31. Machine Learning with Python from Scratch/3. Machine Learning/6. L6-Plotting Decision Boundaries.mp4115.95MB
  32. Machine Learning with Python from Scratch/3. Machine Learning/7. L7-Naive Bayes Classifier.mp473.65MB
  33. Machine Learning with Python from Scratch/3. Machine Learning/8. L8-Suppor Vector Machines for Classification.mp478.89MB
  34. Machine Learning with Python from Scratch/3. Machine Learning/9. L9-Decision Trees.mp4121.36MB
  35. Machine Learning with Python from Scratch/3. Machine Learning/10. L10-Random Forest.mp490.14MB
  36. Machine Learning with Python from Scratch/3. Machine Learning/11. L11-KNN.mp4124.05MB
  37. Machine Learning with Python from Scratch/3. Machine Learning/12. L12-GridSearchCV.mp481.07MB
  38. Machine Learning with Python from Scratch/3. Machine Learning/13. L13-K-Means.mp4103.62MB
  39. Machine Learning with Python from Scratch/3. Machine Learning/14. L14-Principal Component Analysis(PCA).mp4126.65MB
  40. Machine Learning with Python from Scratch/3. Machine Learning/15. L15-Linear Discriminant Analysis(LDA).mp475.6MB
  41. Machine Learning with Python from Scratch/3. Machine Learning/16. L16-Kernel Principal Component Analysis(KPCA).mp493.31MB
  42. Machine Learning with Python from Scratch/3. Machine Learning/17. L17-Ensemble Methods(Bagging).mp4111.14MB
  43. Machine Learning with Python from Scratch/3. Machine Learning/18. L18-AdaBoost.mp497.46MB
  44. Machine Learning with Python from Scratch/3. Machine Learning/19. L19-Regression Model and Metrics.mp456.33MB
  45. Machine Learning with Python from Scratch/3. Machine Learning/21. L21-Regularization with Lasso, Ridge and ElasticNet.mp4111.6MB
  46. Machine Learning with Python from Scratch/3. Machine Learning/22. L22-Polynomial Regression.mp4104.31MB
  47. Machine Learning with Python from Scratch/3. Machine Learning/23. L23-SVM, KNN and Random Forest for Regression.mp459.17MB
  48. Machine Learning with Python from Scratch/3. Machine Learning/24. L24-RANSAC Regression.mp4127.38MB
  49. Machine Learning with Python from Scratch/4. Neural Networks/1. L1-Neural Networks Concepts-Part 1.mp4113.4MB
  50. Machine Learning with Python from Scratch/4. Neural Networks/2. L2-Neural Networks Concepts-Part 2.mp471.26MB
  51. Machine Learning with Python from Scratch/4. Neural Networks/3. L3-Loss Functions.mp498.19MB
  52. Machine Learning with Python from Scratch/4. Neural Networks/4. L4-Activation Functions.mp459.64MB
  53. Machine Learning with Python from Scratch/4. Neural Networks/5. L5-Optimization of ANNs.mp476.86MB
  54. Machine Learning with Python from Scratch/4. Neural Networks/6. L6-Constructing an ANN with Python-part1.mp486.42MB
  55. Machine Learning with Python from Scratch/4. Neural Networks/7. L7-Constructing an ANN with Python-part2.mp4102.65MB
  56. Machine Learning with Python from Scratch/4. Neural Networks/8. L8-Constructing an ANN with Python-part3.mp4107.65MB
  57. Machine Learning with Python from Scratch/4. Neural Networks/9. L9-Perceptron with Scikit Learn.mp482.68MB
  58. Machine Learning with Python from Scratch/4. Neural Networks/10. L10-Multilayer Perceptron with Scikit Learn.mp486.01MB
  59. Machine Learning with Python from Scratch/5. Applications/1. L1-Datasets.mp458.16MB
  60. Machine Learning with Python from Scratch/5. Applications/2. L2-ANN for Regression Part 1.mp4104.07MB
  61. Machine Learning with Python from Scratch/5. Applications/3. L3-ANN for Regression Part 2.mp480.77MB
  62. Machine Learning with Python from Scratch/5. Applications/4. L4-Recognizing Handwritten Digits.mp4163.89MB
  63. Machine Learning with Python from Scratch/6. Bonus Material/1. Bonus - Please Watch!.mp415.39MB
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