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[FreeAllCourse.Com] Udemy - Complete Machine Learning and Data Science Zero to Mastery
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2021-3-5 15:01
2024-12-29 08:29
268
19.21 GB
318
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FreeAllCourse
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Udemy
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Complete
Machine
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Zero
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文件列表
1. Introduction/1. Course Outline.mp4
77.27MB
1. Introduction/4. Your First Day.mp4
27.92MB
11. Milestone Project 1 Supervised Learning (Classification)/1. Section Overview.mp4
10.19MB
11. Milestone Project 1 Supervised Learning (Classification)/10. Preparing Our Data For Machine Learning.mp4
72.6MB
11. Milestone Project 1 Supervised Learning (Classification)/11. Choosing The Right Models.mp4
96.42MB
11. Milestone Project 1 Supervised Learning (Classification)/12. Experimenting With Machine Learning Models.mp4
55.35MB
11. Milestone Project 1 Supervised Learning (Classification)/13. TuningImproving Our Model.mp4
102.78MB
11. Milestone Project 1 Supervised Learning (Classification)/14. Tuning Hyperparameters.mp4
108MB
11. Milestone Project 1 Supervised Learning (Classification)/15. Tuning Hyperparameters 2.mp4
104.12MB
11. Milestone Project 1 Supervised Learning (Classification)/16. Tuning Hyperparameters 3.mp4
63.01MB
11. Milestone Project 1 Supervised Learning (Classification)/17. Evaluating Our Model.mp4
71.6MB
11. Milestone Project 1 Supervised Learning (Classification)/18. Evaluating Our Model 2.mp4
41.53MB
11. Milestone Project 1 Supervised Learning (Classification)/19. Evaluating Our Model 3.mp4
64.84MB
11. Milestone Project 1 Supervised Learning (Classification)/2. Project Overview.mp4
34.44MB
11. Milestone Project 1 Supervised Learning (Classification)/20. Finding The Most Important Features.mp4
127.49MB
11. Milestone Project 1 Supervised Learning (Classification)/21. Reviewing The Project.mp4
86.14MB
11. Milestone Project 1 Supervised Learning (Classification)/3. Project Environment Setup.mp4
100.76MB
11. Milestone Project 1 Supervised Learning (Classification)/4. Step 1~4 Framework Setup.mp4
105.5MB
11. Milestone Project 1 Supervised Learning (Classification)/5. Getting Our Tools Ready.mp4
79.36MB
11. Milestone Project 1 Supervised Learning (Classification)/6. Exploring Our Data.mp4
66.88MB
11. Milestone Project 1 Supervised Learning (Classification)/7. Finding Patterns.mp4
63.34MB
11. Milestone Project 1 Supervised Learning (Classification)/8. Finding Patterns 2.mp4
99.92MB
11. Milestone Project 1 Supervised Learning (Classification)/9. Finding Patterns 3.mp4
137.87MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/1. Section Overview.mp4
8.96MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/10. Filling Missing Categorical Values.mp4
66.91MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/11. Fitting A Machine Learning Model.mp4
55.52MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/12. Splitting Data.mp4
82.68MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/13. Custom Evaluation Function.mp4
103.34MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/14. Reducing Data.mp4
93.47MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/15. RandomizedSearchCV.mp4
85.83MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/16. Improving Hyperparameters.mp4
79.29MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/17. Preproccessing Our Data.mp4
139.3MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/18. Making Predictions.mp4
79.21MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/19. Feature Importance.mp4
142.3MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/2. Project Overview.mp4
32.94MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/3. Project Environment Setup.mp4
101.27MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/4. Step 1~4 Framework Setup.mp4
85.69MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/5. Exploring Our Data.mp4
137.81MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/6. Exploring Our Data 2.mp4
52.04MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/7. Feature Engineering.mp4
159.14MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/8. Turning Data Into Numbers.mp4
146.17MB
12. Milestone Project 2 Supervised Learning (Time Series Data)/9. Filling Missing Numerical Values.mp4
106.34MB
13. Data Engineering/1. Data Engineering Introduction.mp4
13.51MB
13. Data Engineering/11. Hadoop, HDFS and MapReduce.mp4
10.11MB
13. Data Engineering/12. Apache Spark and Apache Flink.mp4
5.77MB
13. Data Engineering/13. Kafka and Stream Processing.mp4
19.24MB
13. Data Engineering/2. What Is Data.mp4
42.22MB
13. Data Engineering/3. What Is A Data Engineer.mp4
15.16MB
13. Data Engineering/4. What Is A Data Engineer 2.mp4
24.23MB
13. Data Engineering/5. What Is A Data Engineer 3.mp4
24.29MB
13. Data Engineering/6. What Is A Data Engineer 4.mp4
14.93MB
13. Data Engineering/7. Types Of Databases.mp4
32.55MB
13. Data Engineering/9. Optional OLTP Databases.mp4
79.68MB
14. Neural Networks Deep Learning/1. Section Overview.mp4
12.2MB
14. Neural Networks Deep Learning/10. Optional TensorFlow 2.0 Default Issue.mp4
28.1MB
14. Neural Networks Deep Learning/11. Using A GPU.mp4
80.59MB
14. Neural Networks Deep Learning/12. Optional GPU and Google Colab.mp4
45.88MB
14. Neural Networks Deep Learning/13. Optional Reloading Colab Notebook.mp4
88.66MB
14. Neural Networks Deep Learning/14. Loading Our Data Labels.mp4
114.82MB
14. Neural Networks Deep Learning/15. Preparing The Images.mp4
133.89MB
14. Neural Networks Deep Learning/16. Turning Data Labels Into Numbers.mp4
107.46MB
14. Neural Networks Deep Learning/17. Creating Our Own Validation Set.mp4
66.44MB
14. Neural Networks Deep Learning/18. Preprocess Images.mp4
90.1MB
14. Neural Networks Deep Learning/19. Preprocess Images 2.mp4
105.07MB
14. Neural Networks Deep Learning/2. Deep Learning and Unstructured Data.mp4
102.04MB
14. Neural Networks Deep Learning/20. Turning Data Into Batches.mp4
87.77MB
14. Neural Networks Deep Learning/21. Turning Data Into Batches 2.mp4
149.38MB
14. Neural Networks Deep Learning/22. Visualizing Our Data.mp4
121.99MB
14. Neural Networks Deep Learning/23. Preparing Our Inputs and Outputs.mp4
50.07MB
14. Neural Networks Deep Learning/25. Building A Deep Learning Model.mp4
121.85MB
14. Neural Networks Deep Learning/26. Building A Deep Learning Model 2.mp4
105.9MB
14. Neural Networks Deep Learning/27. Building A Deep Learning Model 3.mp4
105.92MB
14. Neural Networks Deep Learning/28. Building A Deep Learning Model 4.mp4
86.3MB
14. Neural Networks Deep Learning/29. Summarizing Our Model.mp4
45.44MB
14. Neural Networks Deep Learning/30. Evaluating Our Model.mp4
79.29MB
14. Neural Networks Deep Learning/31. Preventing Overfitting.mp4
36.51MB
14. Neural Networks Deep Learning/32. Training Your Deep Neural Network.mp4
166.6MB
14. Neural Networks Deep Learning/33. Evaluating Performance With TensorBoard.mp4
74.18MB
14. Neural Networks Deep Learning/34. Make And Transform Predictions.mp4
154.98MB
14. Neural Networks Deep Learning/35. Transform Predictions To Text.mp4
129.87MB
14. Neural Networks Deep Learning/36. Visualizing Model Predictions.mp4
119.31MB
14. Neural Networks Deep Learning/37. Visualizing And Evaluate Model Predictions 2.mp4
143.78MB
14. Neural Networks Deep Learning/38. Visualizing And Evaluate Model Predictions 3.mp4
113.21MB
14. Neural Networks Deep Learning/39. Saving And Loading A Trained Model.mp4
126.98MB
14. Neural Networks Deep Learning/4. Setting Up Google Colab.mp4
74.24MB
14. Neural Networks Deep Learning/40. Training Model On Full Dataset.mp4
139.82MB
14. Neural Networks Deep Learning/41. Making Predictions On Test Images.mp4
140.83MB
14. Neural Networks Deep Learning/42. Submitting Model to Kaggle.mp4
121.34MB
14. Neural Networks Deep Learning/43. Making Predictions On Our Images.mp4
119.24MB
14. Neural Networks Deep Learning/5. Google Colab Workspace.mp4
39.63MB
14. Neural Networks Deep Learning/6. Uploading Project Data.mp4
51.98MB
14. Neural Networks Deep Learning/7. Setting Up Our Data.mp4
42.26MB
14. Neural Networks Deep Learning/8. Setting Up Our Data 2.mp4
20.88MB
14. Neural Networks Deep Learning/9. Importing TensorFlow 2.mp4
116.76MB
15. Storytelling + Communication How To Present Your Work/1. Section Overview.mp4
10.93MB
15. Storytelling + Communication How To Present Your Work/2. Communicating Your Work.mp4
20.2MB
15. Storytelling + Communication How To Present Your Work/3. Communicating With Managers.mp4
18.39MB
15. Storytelling + Communication How To Present Your Work/4. Communicating With Co-Workers.mp4
18.99MB
15. Storytelling + Communication How To Present Your Work/5. Weekend Project Principle.mp4
23.58MB
15. Storytelling + Communication How To Present Your Work/6. Communicating With Outside World.mp4
14.53MB
15. Storytelling + Communication How To Present Your Work/7. Storytelling.mp4
12.03MB
16. Career Advice + Extra Bits/10. CWD Git + Github 2.mp4
118.35MB
16. Career Advice + Extra Bits/11. Contributing To Open Source.mp4
130.25MB
16. Career Advice + Extra Bits/12. Contributing To Open Source 2.mp4
113.04MB
16. Career Advice + Extra Bits/3. What If I Don't Have Enough Experience.mp4
160.95MB
16. Career Advice + Extra Bits/6. JTS Learn to Learn.mp4
11.15MB
16. Career Advice + Extra Bits/7. JTS Start With Why.mp4
15.43MB
16. Career Advice + Extra Bits/9. CWD Git + Github.mp4
176.11MB
17. Learn Python/1. What Is A Programming Language.mp4
104.77MB
17. Learn Python/10. Numbers.mp4
72.71MB
17. Learn Python/11. Math Functions.mp4
41.82MB
17. Learn Python/12. DEVELOPER FUNDAMENTALS I.mp4
59.71MB
17. Learn Python/13. Operator Precedence.mp4
14.42MB
17. Learn Python/15. Optional bin() and complex.mp4
21.91MB
17. Learn Python/16. Variables.mp4
93.56MB
17. Learn Python/17. Expressions vs Statements.mp4
10.97MB
17. Learn Python/18. Augmented Assignment Operator.mp4
15.33MB
17. Learn Python/19. Strings.mp4
30.98MB
17. Learn Python/2. Python Interpreter.mp4
93.47MB
17. Learn Python/20. String Concatenation.mp4
7.34MB
17. Learn Python/21. Type Conversion.mp4
19MB
17. Learn Python/22. Escape Sequences.mp4
23.16MB
17. Learn Python/23. Formatted Strings.mp4
49.25MB
17. Learn Python/24. String Indexes.mp4
49.15MB
17. Learn Python/25. Immutability.mp4
20.81MB
17. Learn Python/26. Built-In Functions + Methods.mp4
69.39MB
17. Learn Python/27. Booleans.mp4
16.56MB
17. Learn Python/28. Exercise Type Conversion.mp4
50.34MB
17. Learn Python/29. DEVELOPER FUNDAMENTALS II.mp4
29.25MB
17. Learn Python/3. How To Run Python Code.mp4
63.9MB
17. Learn Python/30. Exercise Password Checker.mp4
51.09MB
17. Learn Python/31. Lists.mp4
21.96MB
17. Learn Python/32. List Slicing.mp4
49.86MB
17. Learn Python/33. Matrix.mp4
19.15MB
17. Learn Python/34. List Methods.mp4
61.75MB
17. Learn Python/35. List Methods 2.mp4
27.4MB
17. Learn Python/36. List Methods 3.mp4
27.66MB
17. Learn Python/37. Common List Patterns.mp4
40.46MB
17. Learn Python/38. List Unpacking.mp4
13.86MB
17. Learn Python/39. None.mp4
7.93MB
17. Learn Python/4. Our First Python Program.mp4
47.2MB
17. Learn Python/40. Dictionaries.mp4
32.7MB
17. Learn Python/41. DEVELOPER FUNDAMENTALS III.mp4
26.63MB
17. Learn Python/42. Dictionary Keys.mp4
20.38MB
17. Learn Python/43. Dictionary Methods.mp4
27.16MB
17. Learn Python/44. Dictionary Methods 2.mp4
42.39MB
17. Learn Python/45. Tuples.mp4
25.65MB
17. Learn Python/46. Tuples 2.mp4
16.99MB
17. Learn Python/47. Sets.mp4
36.98MB
17. Learn Python/48. Sets 2.mp4
64.26MB
17. Learn Python/5. Python 2 vs Python 3.mp4
82.14MB
17. Learn Python/6. Exercise How Does Python Work.mp4
25.96MB
17. Learn Python/7. Learning Python.mp4
38.52MB
17. Learn Python/8. Python Data Types.mp4
28.85MB
18. Learn Python Part 2/1. Breaking The Flow.mp4
20.34MB
18. Learn Python Part 2/10. For Loops.mp4
34.31MB
18. Learn Python Part 2/11. Iterables.mp4
43.2MB
18. Learn Python Part 2/12. Exercise Tricky Counter.mp4
16.4MB
18. Learn Python Part 2/13. range().mp4
28.33MB
18. Learn Python Part 2/14. enumerate().mp4
24.8MB
18. Learn Python Part 2/15. While Loops.mp4
28.32MB
18. Learn Python Part 2/16. While Loops 2.mp4
25.93MB
18. Learn Python Part 2/17. break, continue, pass.mp4
22.21MB
18. Learn Python Part 2/18. Our First GUI.mp4
49.63MB
18. Learn Python Part 2/19. DEVELOPER FUNDAMENTALS IV.mp4
50.22MB
18. Learn Python Part 2/2. Conditional Logic.mp4
74.58MB
18. Learn Python Part 2/20. Exercise Find Duplicates.mp4
20.26MB
18. Learn Python Part 2/21. Functions.mp4
48.6MB
18. Learn Python Part 2/22. Parameters and Arguments.mp4
23.15MB
18. Learn Python Part 2/23. Default Parameters and Keyword Arguments.mp4
38.14MB
18. Learn Python Part 2/24. return.mp4
63.04MB
18. Learn Python Part 2/26. Methods vs Functions.mp4
30.69MB
18. Learn Python Part 2/27. Docstrings.mp4
17.34MB
18. Learn Python Part 2/28. Clean Code.mp4
19.67MB
18. Learn Python Part 2/29. args and kwargs.mp4
43.02MB
18. Learn Python Part 2/3. Indentation In Python.mp4
28.02MB
18. Learn Python Part 2/30. Exercise Functions.mp4
21.85MB
18. Learn Python Part 2/31. Scope.mp4
20.15MB
18. Learn Python Part 2/32. Scope Rules.mp4
37.68MB
18. Learn Python Part 2/33. global Keyword.mp4
36.5MB
18. Learn Python Part 2/34. nonlocal Keyword.mp4
18.25MB
18. Learn Python Part 2/35. Why Do We Need Scope.mp4
19.18MB
18. Learn Python Part 2/36. Pure Functions.mp4
67.36MB
18. Learn Python Part 2/37. map().mp4
38.38MB
18. Learn Python Part 2/38. filter().mp4
23.55MB
18. Learn Python Part 2/39. zip().mp4
21.27MB
18. Learn Python Part 2/4. Truthy vs Falsey.mp4
42.82MB
18. Learn Python Part 2/40. reduce().mp4
52.27MB
18. Learn Python Part 2/41. List Comprehensions.mp4
53.34MB
18. Learn Python Part 2/42. Set Comprehensions.mp4
35.37MB
18. Learn Python Part 2/43. Exercise Comprehensions.mp4
21.96MB
18. Learn Python Part 2/45. Modules in Python.mp4
82.18MB
18. Learn Python Part 2/47. Optional PyCharm.mp4
53.06MB
18. Learn Python Part 2/48. Packages in Python.mp4
72.42MB
18. Learn Python Part 2/49. Different Ways To Import.mp4
47.96MB
18. Learn Python Part 2/5. Ternary Operator.mp4
19.7MB
18. Learn Python Part 2/6. Short Circuiting.mp4
19.39MB
18. Learn Python Part 2/7. Logical Operators.mp4
28.33MB
18. Learn Python Part 2/8. Exercise Logical Operators.mp4
46.62MB
18. Learn Python Part 2/9. is vs ==.mp4
33.57MB
2. Machine Learning 101/1. What Is Machine Learning.mp4
28.33MB
2. Machine Learning 101/2. AIMachine LearningData Science.mp4
19.67MB
2. Machine Learning 101/3. Exercise Machine Learning Playground.mp4
42.59MB
2. Machine Learning 101/4. How Did We Get Here.mp4
30.5MB
2. Machine Learning 101/5. Exercise YouTube Recommendation Engine.mp4
19.43MB
2. Machine Learning 101/6. Types of Machine Learning.mp4
22.75MB
2. Machine Learning 101/8. What Is Machine Learning Round 2.mp4
25.51MB
2. Machine Learning 101/9. Section Review.mp4
5.57MB
20. Where To Go From Here/2. Thank You.mp4
11.12MB
3. Machine Learning and Data Science Framework/1. Section Overview.mp4
13.36MB
3. Machine Learning and Data Science Framework/10. Modelling - Tuning.mp4
15.99MB
3. Machine Learning and Data Science Framework/11. Modelling - Comparison.mp4
44.88MB
3. Machine Learning and Data Science Framework/12. Experimentation.mp4
21.33MB
3. Machine Learning and Data Science Framework/13. Tools We Will Use.mp4
27.34MB
3. Machine Learning and Data Science Framework/2. Introducing Our Framework.mp4
11.39MB
3. Machine Learning and Data Science Framework/3. 6 Step Machine Learning Framework.mp4
23.46MB
3. Machine Learning and Data Science Framework/4. Types of Machine Learning Problems.mp4
60.5MB
3. Machine Learning and Data Science Framework/5. Types of Data.mp4
29.32MB
3. Machine Learning and Data Science Framework/6. Types of Evaluation.mp4
17.75MB
3. Machine Learning and Data Science Framework/7. Features In Data.mp4
36.78MB
3. Machine Learning and Data Science Framework/8. Modelling - Splitting Data.mp4
27.52MB
3. Machine Learning and Data Science Framework/9. Modelling - Picking the Model.mp4
23.25MB
4. The 2 Paths/1. The 2 Paths.mp4
9.76MB
5. Data Science Environment Setup/1. Section Overview.mp4
6.03MB
5. Data Science Environment Setup/11. Jupyter Notebook Walkthrough.mp4
67.35MB
5. Data Science Environment Setup/12. Jupyter Notebook Walkthrough 2.mp4
103.9MB
5. Data Science Environment Setup/13. Jupyter Notebook Walkthrough 3.mp4
71.42MB
5. Data Science Environment Setup/2. Introducing Our Tools.mp4
19.3MB
5. Data Science Environment Setup/3. What is Conda.mp4
12.48MB
5. Data Science Environment Setup/4. Conda Environments.mp4
30.56MB
5. Data Science Environment Setup/5. Mac Environment Setup.mp4
144.39MB
5. Data Science Environment Setup/6. Mac Environment Setup 2.mp4
125.46MB
5. Data Science Environment Setup/7. Windows Environment Setup.mp4
47.92MB
5. Data Science Environment Setup/8. Windows Environment Setup 2.mp4
227.6MB
6. Pandas Data Analysis/1. Section Overview.mp4
10.88MB
6. Pandas Data Analysis/10. Manipulating Data 2.mp4
86.53MB
6. Pandas Data Analysis/11. Manipulating Data 3.mp4
91.02MB
6. Pandas Data Analysis/13. How To Download The Course Assignments.mp4
66.78MB
6. Pandas Data Analysis/3. Pandas Introduction.mp4
27.44MB
6. Pandas Data Analysis/4. Series, Data Frames and CSVs.mp4
95.37MB
6. Pandas Data Analysis/6. Describing Data with Pandas.mp4
75.56MB
6. Pandas Data Analysis/7. Selecting and Viewing Data with Pandas.mp4
72.35MB
6. Pandas Data Analysis/8. Selecting and Viewing Data with Pandas Part 2.mp4
106.5MB
6. Pandas Data Analysis/9. Manipulating Data.mp4
104.99MB
7. NumPy/1. Section Overview.mp4
13.32MB
7. NumPy/10. Standard Deviation and Variance.mp4
51.16MB
7. NumPy/11. Reshape and Transpose.mp4
53.53MB
7. NumPy/12. Dot Product vs Element Wise.mp4
83.93MB
7. NumPy/13. Exercise Nut Butter Store Sales.mp4
91.32MB
7. NumPy/14. Comparison Operators.mp4
26.37MB
7. NumPy/15. Sorting Arrays.mp4
32.83MB
7. NumPy/16. Turn Images Into NumPy Arrays.mp4
85.91MB
7. NumPy/2. NumPy Introduction.mp4
26.84MB
7. NumPy/4. NumPy DataTypes and Attributes.mp4
78.99MB
7. NumPy/5. Creating NumPy Arrays.mp4
66.77MB
7. NumPy/6. NumPy Random Seed.mp4
51.92MB
7. NumPy/7. Viewing Arrays and Matrices.mp4
70.64MB
7. NumPy/8. Manipulating Arrays.mp4
80.65MB
7. NumPy/9. Manipulating Arrays 2.mp4
67.9MB
8. Matplotlib Plotting and Data Visualization/1. Section Overview.mp4
8.6MB
8. Matplotlib Plotting and Data Visualization/11. Plotting From Pandas DataFrames 2.mp4
98.8MB
8. Matplotlib Plotting and Data Visualization/12. Plotting from Pandas DataFrames 3.mp4
74.71MB
8. Matplotlib Plotting and Data Visualization/13. Plotting from Pandas DataFrames 4.mp4
49MB
8. Matplotlib Plotting and Data Visualization/14. Plotting from Pandas DataFrames 5.mp4
56.96MB
8. Matplotlib Plotting and Data Visualization/15. Plotting from Pandas DataFrames 6.mp4
82.04MB
8. Matplotlib Plotting and Data Visualization/16. Plotting from Pandas DataFrames 7.mp4
119.75MB
8. Matplotlib Plotting and Data Visualization/17. Customizing Your Plots.mp4
92.21MB
8. Matplotlib Plotting and Data Visualization/18. Customizing Your Plots 2.mp4
123.6MB
8. Matplotlib Plotting and Data Visualization/19. Saving And Sharing Your Plots.mp4
49.52MB
8. Matplotlib Plotting and Data Visualization/2. Matplotlib Introduction.mp4
31.51MB
8. Matplotlib Plotting and Data Visualization/3. Importing And Using Matplotlib.mp4
86.45MB
8. Matplotlib Plotting and Data Visualization/4. Anatomy Of A Matplotlib Figure.mp4
82.15MB
8. Matplotlib Plotting and Data Visualization/5. Scatter Plot And Bar Plot.mp4
67.03MB
8. Matplotlib Plotting and Data Visualization/6. Histograms And Subplots.mp4
69.75MB
8. Matplotlib Plotting and Data Visualization/7. Subplots Option 2.mp4
38.09MB
8. Matplotlib Plotting and Data Visualization/8. Quick Tip Data Visualizations.mp4
12.26MB
8. Matplotlib Plotting and Data Visualization/9. Plotting From Pandas DataFrames.mp4
60.35MB
9. Scikit-learn Creating Machine Learning Models/1. Section Overview.mp4
12.46MB
9. Scikit-learn Creating Machine Learning Models/10. Quick Tip Clean, Transform, Reduce.mp4
16.53MB
9. Scikit-learn Creating Machine Learning Models/11. Getting Your Data Ready Convert Data To Numbers.mp4
135.02MB
9. Scikit-learn Creating Machine Learning Models/12. Getting Your Data Ready Handling Missing Values With Pandas.mp4
104.84MB
9. Scikit-learn Creating Machine Learning Models/14. Getting Your Data Ready Handling Missing Values With Scikit-learn.mp4
136.89MB
9. Scikit-learn Creating Machine Learning Models/15. Choosing The Right Model For Your Data.mp4
143.26MB
9. Scikit-learn Creating Machine Learning Models/16. Choosing The Right Model For Your Data 2 (Regression).mp4
86.92MB
9. Scikit-learn Creating Machine Learning Models/18. Quick Tip How ML Algorithms Work.mp4
11.06MB
9. Scikit-learn Creating Machine Learning Models/19. Choosing The Right Model For Your Data 3 (Classification).mp4
118.85MB
9. Scikit-learn Creating Machine Learning Models/2. Scikit-learn Introduction.mp4
40.63MB
9. Scikit-learn Creating Machine Learning Models/20. Fitting A Model To The Data.mp4
56.56MB
9. Scikit-learn Creating Machine Learning Models/21. Making Predictions With Our Model.mp4
66.5MB
9. Scikit-learn Creating Machine Learning Models/22. predict() vs predict_proba().mp4
54.33MB
9. Scikit-learn Creating Machine Learning Models/23. Making Predictions With Our Model (Regression).mp4
44.91MB
9. Scikit-learn Creating Machine Learning Models/24. Evaluating A Machine Learning Model (Score).mp4
87.13MB
9. Scikit-learn Creating Machine Learning Models/25. Evaluating A Machine Learning Model 2 (Cross Validation).mp4
95.97MB
9. Scikit-learn Creating Machine Learning Models/26. Evaluating A Classification Model 1 (Accuracy).mp4
31.41MB
9. Scikit-learn Creating Machine Learning Models/27. Evaluating A Classification Model 2 (ROC Curve).mp4
66.04MB
9. Scikit-learn Creating Machine Learning Models/28. Evaluating A Classification Model 3 (ROC Curve).mp4
50.61MB
9. Scikit-learn Creating Machine Learning Models/29. Evaluating A Classification Model 4 (Confusion Matrix).mp4
77.72MB
9. Scikit-learn Creating Machine Learning Models/30. Evaluating A Classification Model 5 (Confusion Matrix).mp4
63.59MB
9. Scikit-learn Creating Machine Learning Models/31. Evaluating A Classification Model 6 (Classification Report).mp4
87.24MB
9. Scikit-learn Creating Machine Learning Models/32. Evaluating A Regression Model 1 (R2 Score).mp4
70.39MB
9. Scikit-learn Creating Machine Learning Models/33. Evaluating A Regression Model 2 (MAE).mp4
28.52MB
9. Scikit-learn Creating Machine Learning Models/34. Evaluating A Regression Model 3 (MSE).mp4
54.9MB
9. Scikit-learn Creating Machine Learning Models/36. Evaluating A Model With Cross Validation and Scoring Parameter.mp4
91.49MB
9. Scikit-learn Creating Machine Learning Models/37. Evaluating A Model With Scikit-learn Functions.mp4
94.82MB
9. Scikit-learn Creating Machine Learning Models/38. Improving A Machine Learning Model.mp4
90.93MB
9. Scikit-learn Creating Machine Learning Models/39. Tuning Hyperparameters.mp4
175.56MB
9. Scikit-learn Creating Machine Learning Models/4. Refresher What Is Machine Learning.mp4
88.27MB
9. Scikit-learn Creating Machine Learning Models/40. Tuning Hyperparameters 2.mp4
116.77MB
9. Scikit-learn Creating Machine Learning Models/41. Tuning Hyperparameters 3.mp4
121.76MB
9. Scikit-learn Creating Machine Learning Models/42. Quick Tip Correlation Analysis.mp4
16.92MB
9. Scikit-learn Creating Machine Learning Models/43. Saving And Loading A Model.mp4
52.6MB
9. Scikit-learn Creating Machine Learning Models/44. Saving And Loading A Model 2.mp4
56.77MB
9. Scikit-learn Creating Machine Learning Models/45. Putting It All Together.mp4
158.35MB
9. Scikit-learn Creating Machine Learning Models/46. Putting It All Together 2.mp4
116.85MB
9. Scikit-learn Creating Machine Learning Models/6. Scikit-learn Cheatsheet.mp4
75.13MB
9. Scikit-learn Creating Machine Learning Models/7. Typical scikit-learn Workflow.mp4
190.19MB
9. Scikit-learn Creating Machine Learning Models/8. Optional Debugging Warnings In Jupyter.mp4
176.13MB
9. Scikit-learn Creating Machine Learning Models/9. Getting Your Data Ready Splitting Your Data.mp4
63.66MB
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