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GetFreeCourses.Me-Udemy-Complete Machine Learning and Data Science Zero to Mastery
magnet:?xt=urn:btih:efb3aa528657ed39712bf4d25f94593b1eb872dc&dn=GetFreeCourses.Me-Udemy-Complete Machine Learning and Data Science Zero to Mastery
磁力链接详情
Hash值:
efb3aa528657ed39712bf4d25f94593b1eb872dc
点击数:
169
文件大小:
13.24 GB
文件数量:
219
创建日期:
2022-10-14 18:10
最后访问:
2024-7-26 07:04
访问标签:
GetFreeCourses
Me-Udemy-Complete
Machine
Learning
and
Data
Science
Zero
to
Mastery
文件列表详情
1. Introduction/1. Course Outline.mp4 40.73 MB
1. Introduction/4. Your First Day.mp4 8.24 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/1. Section Overview.mp4 10.19 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/10. Preparing Our Data For Machine Learning.mp4 72.6 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/11. Choosing The Right Models.mp4 96.42 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/12. Experimenting With Machine Learning Models.mp4 55.35 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/13. TuningImproving Our Model.mp4 102.78 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/14. Tuning Hyperparameters.mp4 108 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/15. Tuning Hyperparameters 2.mp4 104.12 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/16. Tuning Hyperparameters 3.mp4 63.01 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/17. Evaluating Our Model.mp4 71.6 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/18. Evaluating Our Model 2.mp4 41.53 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/19. Evaluating Our Model 3.mp4 64.84 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/2. Project Overview.mp4 34.44 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/20. Finding The Most Important Features.mp4 127.49 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/21. Reviewing The Project.mp4 86.14 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/3. Project Environment Setup.mp4 100.76 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/4. Step 1~4 Framework Setup.mp4 105.5 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/5. Getting Our Tools Ready.mp4 79.36 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/6. Exploring Our Data.mp4 66.88 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/7. Finding Patterns.mp4 63.34 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/8. Finding Patterns 2.mp4 99.92 MB
11. Milestone Project 1 Supervised Learning (Binary Classification)/9. Finding Patterns 3.mp4 137.86 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/1. Section Overview.mp4 8.95 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/10. Filling Missing Categorical Values.mp4 66.91 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/11. Fitting A Machine Learning Model.mp4 55.52 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/12. Splitting Data.mp4 82.68 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/13. Custom Evaluation Function.mp4 103.34 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/14. Reducing Data.mp4 93.47 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/15. RandomizedSearchCV.mp4 85.83 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/16. Improving Hyperparameters.mp4 79.29 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/17. Preproccessing Our Data.mp4 139.3 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/18. Making Predictions.mp4 79.21 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/19. Feature Importance.mp4 142.3 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/2. Project Overview.mp4 32.94 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/3. Project Environment Setup.mp4 101.27 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/4. Step 1~4 Framework Setup.mp4 85.69 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/5. Exploring Our Data.mp4 137.81 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/6. Exploring Our Data 2.mp4 52.04 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/7. Feature Engineering.mp4 159.14 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/8. Turning Data Into Numbers.mp4 146.17 MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/9. Filling Missing Numerical Values.mp4 106.34 MB
13. Data Engineering/1. Data Engineering Introduction.mp4 13.5 MB
13. Data Engineering/11. Hadoop, HDFS and MapReduce.mp4 10.11 MB
13. Data Engineering/12. Apache Spark and Apache Flink.mp4 5.76 MB
13. Data Engineering/13. Kafka and Stream Processing.mp4 19.25 MB
13. Data Engineering/2. What Is Data.mp4 42.22 MB
13. Data Engineering/3. What Is A Data Engineer.mp4 15.16 MB
13. Data Engineering/4. What Is A Data Engineer 2.mp4 24.24 MB
13. Data Engineering/5. What Is A Data Engineer 3.mp4 24.29 MB
13. Data Engineering/6. What Is A Data Engineer 4.mp4 14.93 MB
13. Data Engineering/7. Types Of Databases.mp4 32.55 MB
13. Data Engineering/9. Optional OLTP Databases.mp4 79.68 MB
17. Career Advice + Extra Bits/10. CWD Git + Github 2.mp4 118.35 MB
17. Career Advice + Extra Bits/11. Contributing To Open Source.mp4 130.25 MB
17. Career Advice + Extra Bits/12. Contributing To Open Source 2.mp4 113.05 MB
17. Career Advice + Extra Bits/3. What If I Don_t Have Enough Experience.mp4 160.95 MB
17. Career Advice + Extra Bits/6. JTS Learn to Learn.mp4 11.14 MB
17. Career Advice + Extra Bits/7. JTS Start With Why.mp4 15.43 MB
17. Career Advice + Extra Bits/9. CWD Git + Github.mp4 176.11 MB
18. Learn Python/1. What Is A Programming Language.mp4 104.77 MB
18. Learn Python/10. Numbers.mp4 72.71 MB
18. Learn Python/11. Math Functions.mp4 41.82 MB
18. Learn Python/12. DEVELOPER FUNDAMENTALS I.mp4 59.71 MB
18. Learn Python/13. Operator Precedence.mp4 14.43 MB
18. Learn Python/15. Optional bin() and complex.mp4 21.9 MB
18. Learn Python/16. Variables.mp4 93.56 MB
18. Learn Python/17. Expressions vs Statements.mp4 10.97 MB
18. Learn Python/18. Augmented Assignment Operator.mp4 15.32 MB
18. Learn Python/19. Strings.mp4 30.98 MB
18. Learn Python/2. Python Interpreter.mp4 93.47 MB
18. Learn Python/20. String Concatenation.mp4 7.34 MB
18. Learn Python/21. Type Conversion.mp4 18.99 MB
18. Learn Python/22. Escape Sequences.mp4 23.15 MB
18. Learn Python/23. Formatted Strings.mp4 49.26 MB
18. Learn Python/24. String Indexes.mp4 49.15 MB
18. Learn Python/25. Immutability.mp4 20.8 MB
18. Learn Python/26. Built-In Functions + Methods.mp4 69.39 MB
18. Learn Python/27. Booleans.mp4 16.55 MB
18. Learn Python/28. Exercise Type Conversion.mp4 50.34 MB
18. Learn Python/29. DEVELOPER FUNDAMENTALS II.mp4 29.25 MB
18. Learn Python/3. How To Run Python Code.mp4 63.9 MB
18. Learn Python/30. Exercise Password Checker.mp4 51.09 MB
18. Learn Python/31. Lists.mp4 21.96 MB
18. Learn Python/32. List Slicing.mp4 49.86 MB
18. Learn Python/33. Matrix.mp4 19.15 MB
18. Learn Python/34. List Methods.mp4 61.75 MB
18. Learn Python/35. List Methods 2.mp4 27.41 MB
18. Learn Python/36. List Methods 3.mp4 27.66 MB
18. Learn Python/37. Common List Patterns.mp4 40.47 MB
18. Learn Python/38. List Unpacking.mp4 13.87 MB
18. Learn Python/39. None.mp4 7.93 MB
18. Learn Python/4. Our First Python Program.mp4 47.2 MB
18. Learn Python/40. Dictionaries.mp4 32.7 MB
18. Learn Python/41. DEVELOPER FUNDAMENTALS III.mp4 26.63 MB
18. Learn Python/42. Dictionary Keys.mp4 20.37 MB
18. Learn Python/43. Dictionary Methods.mp4 27.17 MB
18. Learn Python/44. Dictionary Methods 2.mp4 42.39 MB
18. Learn Python/45. Tuples.mp4 25.65 MB
18. Learn Python/46. Tuples 2.mp4 16.99 MB
18. Learn Python/47. Sets.mp4 36.98 MB
18. Learn Python/48. Sets 2.mp4 64.26 MB
18. Learn Python/5. Python 2 vs Python 3.mp4 82.14 MB
18. Learn Python/6. Exercise How Does Python Work.mp4 25.96 MB
18. Learn Python/7. Learning Python.mp4 38.52 MB
18. Learn Python/8. Python Data Types.mp4 28.85 MB
19. Learn Python Part 2/30. Exercise Functions.mp4 21.85 MB
19. Learn Python Part 2/43. Exercise Comprehensions.mp4 21.96 MB
2. Machine Learning 101/1. What Is Machine Learning.mp4 16.92 MB
2. Machine Learning 101/2. AIMachine LearningData Science.mp4 19.67 MB
2. Machine Learning 101/3. Exercise Machine Learning Playground.mp4 42.6 MB
2. Machine Learning 101/4. How Did We Get Here.mp4 30.5 MB
2. Machine Learning 101/5. Exercise YouTube Recommendation Engine.mp4 19.43 MB
2. Machine Learning 101/6. Types of Machine Learning.mp4 22.75 MB
2. Machine Learning 101/8. What Is Machine Learning Round 2.mp4 25.52 MB
2. Machine Learning 101/9. Section Review.mp4 2.52 MB
21. Where To Go From Here/2. Thank You.mp4 11.12 MB
3. Machine Learning and Data Science Framework/1. Section Overview.mp4 13.35 MB
3. Machine Learning and Data Science Framework/10. Modelling - Tuning.mp4 15.98 MB
3. Machine Learning and Data Science Framework/11. Modelling - Comparison.mp4 44.88 MB
3. Machine Learning and Data Science Framework/12. Experimentation.mp4 21.33 MB
3. Machine Learning and Data Science Framework/13. Tools We Will Use.mp4 27.33 MB
3. Machine Learning and Data Science Framework/2. Introducing Our Framework.mp4 11.39 MB
3. Machine Learning and Data Science Framework/3. 6 Step Machine Learning Framework.mp4 23.46 MB
3. Machine Learning and Data Science Framework/4. Types of Machine Learning Problems.mp4 60.5 MB
3. Machine Learning and Data Science Framework/5. Types of Data.mp4 29.33 MB
3. Machine Learning and Data Science Framework/6. Types of Evaluation.mp4 17.76 MB
3. Machine Learning and Data Science Framework/7. Features In Data.mp4 36.78 MB
3. Machine Learning and Data Science Framework/8. Modelling - Splitting Data.mp4 27.51 MB
3. Machine Learning and Data Science Framework/9. Modelling - Picking the Model.mp4 23.24 MB
4. The 2 Paths/1. The 2 Paths.mp4 9.76 MB
5. Data Science Environment Setup/1. Section Overview.mp4 2.27 MB
5. Data Science Environment Setup/10. Jupyter Notebook Walkthrough.mp4 67.35 MB
5. Data Science Environment Setup/11. Jupyter Notebook Walkthrough 2.mp4 103.9 MB
5. Data Science Environment Setup/12. Jupyter Notebook Walkthrough 3.mp4 37.94 MB
5. Data Science Environment Setup/2. Introducing Our Tools.mp4 19.29 MB
5. Data Science Environment Setup/3. What is Conda.mp4 12.49 MB
5. Data Science Environment Setup/4. Conda Environments.mp4 30.56 MB
5. Data Science Environment Setup/5. Mac Environment Setup.mp4 144.39 MB
5. Data Science Environment Setup/6. Mac Environment Setup 2.mp4 125.46 MB
5. Data Science Environment Setup/7. Windows Environment Setup.mp4 47.92 MB
5. Data Science Environment Setup/8. Windows Environment Setup 2.mp4 227.6 MB
6. Pandas Data Analysis/1. Section Overview.mp4 10.88 MB
6. Pandas Data Analysis/10. Manipulating Data 2.mp4 86.53 MB
6. Pandas Data Analysis/11. Manipulating Data 3.mp4 91.02 MB
6. Pandas Data Analysis/13. How To Download The Course Assignments.mp4 66.78 MB
6. Pandas Data Analysis/3. Pandas Introduction.mp4 27.44 MB
6. Pandas Data Analysis/9. Manipulating Data.mp4 104.99 MB
7. NumPy/1. Section Overview.mp4 13.32 MB
7. NumPy/10. Standard Deviation and Variance.mp4 51.16 MB
7. NumPy/11. Reshape and Transpose.mp4 53.53 MB
7. NumPy/12. Dot Product vs Element Wise.mp4 83.93 MB
7. NumPy/13. Exercise Nut Butter Store Sales.mp4 91.32 MB
7. NumPy/14. Comparison Operators.mp4 26.37 MB
7. NumPy/15. Sorting Arrays.mp4 32.83 MB
7. NumPy/16. Turn Images Into NumPy Arrays.mp4 85.91 MB
7. NumPy/2. NumPy Introduction.mp4 26.84 MB
7. NumPy/4. NumPy DataTypes and Attributes.mp4 78.99 MB
7. NumPy/5. Creating NumPy Arrays.mp4 66.77 MB
7. NumPy/6. NumPy Random Seed.mp4 51.92 MB
7. NumPy/7. Viewing Arrays and Matrices.mp4 70.64 MB
7. NumPy/8. Manipulating Arrays.mp4 80.65 MB
7. NumPy/9. Manipulating Arrays 2.mp4 67.9 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/1. Section Overview.mp4 8.6 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/11. Plotting From Pandas DataFrames 2.mp4 98.8 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/12. Plotting from Pandas DataFrames 3.mp4 74.71 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/13. Plotting from Pandas DataFrames 4.mp4 49 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/14. Plotting from Pandas DataFrames 5.mp4 56.97 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/15. Plotting from Pandas DataFrames 6.mp4 82.04 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/16. Plotting from Pandas DataFrames 7.mp4 119.75 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/17. Customizing Your Plots.mp4 92.21 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/18. Customizing Your Plots 2.mp4 123.66 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/19. Saving And Sharing Your Plots.mp4 49.52 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/2. Matplotlib Introduction.mp4 31.51 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/3. Importing And Using Matplotlib.mp4 86.45 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/4. Anatomy Of A Matplotlib Figure.mp4 82.15 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/5. Scatter Plot And Bar Plot.mp4 67.03 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/6. Histograms And Subplots.mp4 69.75 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/7. Subplots Option 2.mp4 38.09 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/8. Quick Tip Data Visualizations.mp4 12.25 MB
8. Matplotlib + Seaborn Plotting and Data Visualization/9. Plotting From Pandas DataFrames.mp4 60.35 MB
9. Scikit-learn Creating Machine Learning Models/1. Section Overview.mp4 12.46 MB
9. Scikit-learn Creating Machine Learning Models/10. Quick Tip Clean, Transform, Reduce.mp4 16.54 MB
9. Scikit-learn Creating Machine Learning Models/11. Getting Your Data Ready Convert Data To Numbers.mp4 135.02 MB
9. Scikit-learn Creating Machine Learning Models/12. Getting Your Data Ready Handling Missing Values With Pandas.mp4 104.84 MB
9. Scikit-learn Creating Machine Learning Models/13. Getting Your Data Ready Handling Missing Values With Scikit-learn.mp4 136.89 MB
9. Scikit-learn Creating Machine Learning Models/14. Choosing The Right Model For Your Data.mp4 143.26 MB
9. Scikit-learn Creating Machine Learning Models/15. Choosing The Right Model For Your Data 2 (Regression).mp4 86.92 MB
9. Scikit-learn Creating Machine Learning Models/18. Choosing The Right Model For Your Data 3 (Classification).mp4 118.84 MB
9. Scikit-learn Creating Machine Learning Models/19. Fitting A Model To The Data.mp4 56.56 MB
9. Scikit-learn Creating Machine Learning Models/2. Scikit-learn Introduction.mp4 40.63 MB
9. Scikit-learn Creating Machine Learning Models/20. Making Predictions With Our Model.mp4 66.5 MB
9. Scikit-learn Creating Machine Learning Models/21. predict() vs predict_proba().mp4 54.33 MB
9. Scikit-learn Creating Machine Learning Models/22. Making Predictions With Our Model (Regression).mp4 44.91 MB
9. Scikit-learn Creating Machine Learning Models/23. Evaluating A Machine Learning Model (Score).mp4 87.13 MB
9. Scikit-learn Creating Machine Learning Models/24. Evaluating A Machine Learning Model 2 (Cross Validation).mp4 95.97 MB
9. Scikit-learn Creating Machine Learning Models/25. Evaluating A Classification Model 1 (Accuracy).mp4 31.41 MB
9. Scikit-learn Creating Machine Learning Models/26. Evaluating A Classification Model 2 (ROC Curve).mp4 66.03 MB
9. Scikit-learn Creating Machine Learning Models/27. Evaluating A Classification Model 3 (ROC Curve).mp4 50.61 MB
9. Scikit-learn Creating Machine Learning Models/28. Evaluating A Classification Model 4 (Confusion Matrix).mp4 77.72 MB
9. Scikit-learn Creating Machine Learning Models/29. Evaluating A Classification Model 5 (Confusion Matrix).mp4 63.59 MB
9. Scikit-learn Creating Machine Learning Models/30. Evaluating A Classification Model 6 (Classification Report).mp4 87.24 MB
9. Scikit-learn Creating Machine Learning Models/31. Evaluating A Regression Model 1 (R2 Score).mp4 70.39 MB
9. Scikit-learn Creating Machine Learning Models/33. Evaluating A Regression Model 3 (MSE).mp4 54.9 MB
9. Scikit-learn Creating Machine Learning Models/35. Evaluating A Model With Cross Validation and Scoring Parameter.mp4 91.49 MB
9. Scikit-learn Creating Machine Learning Models/36. Evaluating A Model With Scikit-learn Functions.mp4 94.82 MB
9. Scikit-learn Creating Machine Learning Models/37. Improving A Machine Learning Model.mp4 90.93 MB
9. Scikit-learn Creating Machine Learning Models/38. Tuning Hyperparameters.mp4 175.53 MB
9. Scikit-learn Creating Machine Learning Models/39. Tuning Hyperparameters 2.mp4 116.77 MB
9. Scikit-learn Creating Machine Learning Models/4. Refresher What Is Machine Learning.mp4 88.27 MB
9. Scikit-learn Creating Machine Learning Models/40. Tuning Hyperparameters 3.mp4 121.76 MB
9. Scikit-learn Creating Machine Learning Models/42. Saving And Loading A Model.mp4 52.6 MB
9. Scikit-learn Creating Machine Learning Models/43. Saving And Loading A Model 2.mp4 56.77 MB
9. Scikit-learn Creating Machine Learning Models/44. Putting It All Together.mp4 158.35 MB
9. Scikit-learn Creating Machine Learning Models/45. Putting It All Together 2.mp4 116.85 MB
9. Scikit-learn Creating Machine Learning Models/6. Scikit-learn Cheatsheet.mp4 75.13 MB
9. Scikit-learn Creating Machine Learning Models/7. Typical scikit-learn Workflow.mp4 190.18 MB
9. Scikit-learn Creating Machine Learning Models/8. Optional Debugging Warnings In Jupyter.mp4 176.13 MB
9. Scikit-learn Creating Machine Learning Models/9. Getting Your Data Ready Splitting Your Data.mp4 63.66 MB
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