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FreeAllCourse Com Udemy Python for Data Science and Machine Learning Bootcamp

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[FreeAllCourse.Com] Udemy - Python for Data Science and Machine Learning Bootcamp

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Total Size

5.4 GB

Total Files

331

Last Seen

2020-04-03 23:26

Hash

C4B4CE31CA76781CA65CD6FD6DCDE4651B867261

/1. Course Introduction/

1. Introduction to the Course.mp4

30.4 MB

1. Introduction to the Course.srt

6.0 KB

2. Course Help and Welcome.mp4

8.6 MB

2. Course Help and Welcome.srt

1.2 KB

3. Course FAQs.html

5.5 KB

3.1 Py_DS_ML_Bootcamp-master.zip.zip

55.0 MB

/10. Python for Data Visualization - Pandas Built-in Data Visualization/

1. Pandas Built-in Data Visualization.mp4

32.9 MB

1. Pandas Built-in Data Visualization.srt

21.3 KB

2. Pandas Data Visualization Exercise.mp4

5.4 MB

2. Pandas Data Visualization Exercise.srt

2.3 KB

3. Pandas Data Visualization Exercise- Solutions.mp4

30.0 MB

3. Pandas Data Visualization Exercise- Solutions.srt

13.6 KB

/11. Python for Data Visualization - Plotly and Cufflinks/

1. Introduction to Plotly and Cufflinks.mp4

13.1 MB

1. Introduction to Plotly and Cufflinks.srt

5.6 KB

2. Plotly and Cufflinks.mp4

53.6 MB

2. Plotly and Cufflinks.srt

28.4 KB

/12. Python for Data Visualization - Geographical Plotting/

1. Introduction to Geographical Plotting.mp4

2.0 MB

1. Introduction to Geographical Plotting.srt

1.4 KB

2. Choropleth Maps - Part 1 - USA.mp4

48.4 MB

2. Choropleth Maps - Part 1 - USA.srt

26.9 KB

3. Choropleth Maps - Part 2 - World.mp4

20.1 MB

3. Choropleth Maps - Part 2 - World.srt

9.1 KB

4. Choropleth Exercises.mp4

11.7 MB

4. Choropleth Exercises.srt

5.9 KB

5. Choropleth Exercises - Solutions.mp4

29.0 MB

5. Choropleth Exercises - Solutions.srt

14.2 KB

/13. Data Capstone Project/

1. Welcome to the Data Capstone Projects!.mp4

4.2 MB

1. Welcome to the Data Capstone Projects!.srt

0.6 KB

2. 911 Calls Project Overview.mp4

9.0 MB

2. 911 Calls Project Overview.srt

3.7 KB

3. 911 Calls Solutions - Part 1.mp4

41.7 MB

3. 911 Calls Solutions - Part 1.srt

21.4 KB

4. 911 Calls Solutions - Part 2.mp4

52.2 MB

4. 911 Calls Solutions - Part 2.srt

27.1 KB

5. Bank Data.html

0.4 KB

5.1 Download all_banks pickle file from this link.html

0.1 KB

6. Finance Data Project Overview.mp4

12.8 MB

6. Finance Data Project Overview.srt

5.5 KB

7. Finance Project - Solutions Part 1.mp4

49.6 MB

7. Finance Project - Solutions Part 1.srt

24.9 KB

8. Finance Project - Solutions Part 2.mp4

47.9 MB

8. Finance Project - Solutions Part 2.srt

25.9 KB

9. Finance Project - Solutions Part 3.mp4

17.4 MB

9. Finance Project - Solutions Part 3.srt

9.1 KB

/14. Introduction to Machine Learning/

1. Welcome to the Machine Learning Section!.mp4

7.6 MB

1. Welcome to the Machine Learning Section!.srt

1.0 KB

2. Link for ISLR.html

0.6 KB

2.1 ISLR 6th Edition PDF (Machine Learning Textbook).html

0.1 KB

2.2 Python DS Presentations.zip.zip

2.9 MB

3. Supervised Learning Overview.mp4

42.0 MB

3. Supervised Learning Overview.srt

13.7 KB

4. Evaluating Performance - Classification Error Metrics.mp4

86.7 MB

4. Evaluating Performance - Classification Error Metrics.srt

27.7 KB

5. Evaluating Performance - Regression Error Metrics.mp4

24.8 MB

5. Evaluating Performance - Regression Error Metrics.srt

9.4 KB

6. Machine Learning with Python.mp4

17.6 MB

6. Machine Learning with Python.srt

14.5 KB

/15. Linear Regression/

1. Linear Regression Theory.mp4

9.0 MB

1. Linear Regression Theory.srt

6.8 KB

2. model_selection Updates for SciKit Learn 0.18.html

0.8 KB

3. Linear Regression with Python - Part 1.mp4

45.4 MB

3. Linear Regression with Python - Part 1.srt

26.7 KB

4. Linear Regression with Python - Part 2.mp4

16.8 MB

4. Linear Regression with Python - Part 2.srt

10.3 KB

5. Linear Regression Project Overview.mp4

11.3 MB

5. Linear Regression Project Overview.srt

4.1 KB

6. Linear Regression Project Solution.mp4

47.6 MB

6. Linear Regression Project Solution.srt

26.7 KB

/16. Cross Validation and Bias-Variance Trade-Off/

1. Bias Variance Trade-Off.mp4

12.2 MB

1. Bias Variance Trade-Off.srt

9.9 KB

/17. Logistic Regression/

1. Logistic Regression Theory.mp4

22.0 MB

1. Logistic Regression Theory.srt

17.7 KB

2. Logistic Regression with Python - Part 1.mp4

43.4 MB

2. Logistic Regression with Python - Part 1.srt

26.8 KB

3. Logistic Regression with Python - Part 2.mp4

35.9 MB

3. Logistic Regression with Python - Part 2.srt

24.4 KB

4. Logistic Regression with Python - Part 3.mp4

17.8 MB

4. Logistic Regression with Python - Part 3.srt

12.0 KB

5. Logistic Regression Project Overview.mp4

5.6 MB

5. Logistic Regression Project Overview.srt

2.6 KB

6. Logistic Regression Project Solutions.mp4

31.7 MB

6. Logistic Regression Project Solutions.srt

15.1 KB

/18. K Nearest Neighbors/

1. KNN Theory.mp4

10.4 MB

1. KNN Theory.srt

8.2 KB

2. KNN with Python.mp4

48.2 MB

2. KNN with Python.srt

27.3 KB

3. KNN Project Overview.mp4

5.2 MB

3. KNN Project Overview.srt

2.2 KB

4. KNN Project Solutions.mp4

55.2 MB

4. KNN Project Solutions.srt

19.7 KB

/19. Decision Trees and Random Forests/

1. Introduction to Tree Methods.mp4

12.6 MB

1. Introduction to Tree Methods.srt

10.2 KB

2. Decision Trees and Random Forest with Python.mp4

42.0 MB

2. Decision Trees and Random Forest with Python.srt

20.6 KB

3. Decision Trees and Random Forest Project Overview.mp4

12.5 MB

3. Decision Trees and Random Forest Project Overview.srt

5.1 KB

4. Decision Trees and Random Forest Solutions Part 1.mp4

32.4 MB

4. Decision Trees and Random Forest Solutions Part 1.srt

17.6 KB

5. Decision Trees and Random Forest Solutions Part 2.mp4

27.8 MB

5. Decision Trees and Random Forest Solutions Part 2.srt

12.4 KB

/2. Environment Set-Up/

1. Python Environment Setup.mp4

80.1 MB

1. Python Environment Setup.srt

20.5 KB

1.1 Py-DS-ML-Bootcamp-master.zip.zip

55.0 MB

/20. Support Vector Machines/

1. SVM Theory.mp4

9.1 MB

1. SVM Theory.srt

6.7 KB

2. Support Vector Machines with Python.mp4

49.8 MB

2. Support Vector Machines with Python.srt

25.4 KB

3. SVM Project Overview.mp4

9.0 MB

3. SVM Project Overview.srt

3.9 KB

4. SVM Project Solutions.mp4

29.5 MB

4. SVM Project Solutions.srt

13.5 KB

/21. K Means Clustering/

1. K Means Algorithm Theory.mp4

10.1 MB

1. K Means Algorithm Theory.srt

7.7 KB

2. K Means with Python.mp4

31.4 MB

2. K Means with Python.srt

17.8 KB

3. K Means Project Overview.mp4

9.6 MB

3. K Means Project Overview.srt

4.9 KB

4. K Means Project Solutions.mp4

49.4 MB

4. K Means Project Solutions.srt

23.2 KB

/22. Principal Component Analysis/

1. Principal Component Analysis.mp4

6.5 MB

1. Principal Component Analysis.srt

5.0 KB

2. PCA with Python.mp4

45.3 MB

2. PCA with Python.srt

24.1 KB

/23. Recommender Systems/

1. Recommender Systems.mp4

8.3 MB

1. Recommender Systems.srt

6.9 KB

2. Recommender Systems with Python - Part 1.mp4

37.2 MB

2. Recommender Systems with Python - Part 1.srt

19.9 KB

3. Recommender Systems with Python - Part 2.mp4

36.1 MB

3. Recommender Systems with Python - Part 2.srt

17.5 KB

/24. Natural Language Processing/

1. Natural Language Processing Theory.mp4

9.3 MB

1. Natural Language Processing Theory.srt

7.2 KB

2. NLP with Python - Part 1.mp4

42.1 MB

2. NLP with Python - Part 1.srt

22.6 KB

3. NLP with Python - Part 2.mp4

43.9 MB

3. NLP with Python - Part 2.srt

25.9 KB

4. NLP with Python - Part 3.mp4

39.5 MB

4. NLP with Python - Part 3.srt

24.5 KB

5. NLP Project Overview.mp4

7.0 MB

5. NLP Project Overview.srt

3.7 KB

6. NLP Project Solutions.mp4

50.4 MB

6. NLP Project Solutions.srt

27.6 KB

/25. Neural Nets and Deep Learning/

1. Download TensorFlow Notebooks Here.html

0.3 KB

1.1 TensorFlow_FILES.zip.zip

34.7 MB

10. Backpropagation.mp4

60.8 MB

10. Backpropagation.srt

22.0 KB

11. TensorFlow vs Keras.mp4

11.0 MB

11. TensorFlow vs Keras.srt

3.4 KB

12. TF Syntax Basics - Part One - Preparing the Data.mp4

52.8 MB

12. TF Syntax Basics - Part One - Preparing the Data.srt

16.7 KB

13. TF Syntax Basics - Part Two - Creating and Training the Model.mp4

88.4 MB

13. TF Syntax Basics - Part Two - Creating and Training the Model.srt

22.0 KB

14. TF Syntax Basics - Part Three - Model Evaluation.mp4

67.9 MB

14. TF Syntax Basics - Part Three - Model Evaluation.srt

18.9 KB

15. TF Regression Code Along - Exploratory Data Analysis.mp4

143.6 MB

15. TF Regression Code Along - Exploratory Data Analysis.srt

27.9 KB

16. TF Regression Code Along - Exploratory Data Analysis - Continued.mp4

79.9 MB

16. TF Regression Code Along - Exploratory Data Analysis - Continued.srt

20.0 KB

17. TF Regression Code Along - Data Preprocessing and Creating a Model.mp4

49.3 MB

17. TF Regression Code Along - Data Preprocessing and Creating a Model.srt

13.4 KB

18. TF Regression Code Along - Model Evaluation and Predictions.mp4

72.3 MB

18. TF Regression Code Along - Model Evaluation and Predictions.srt

17.7 KB

19. TF Classification Code Along - EDA and Preprocessing.mp4

58.9 MB

19. TF Classification Code Along - EDA and Preprocessing.srt

12.0 KB

2. Welcome to the Deep Learning Section!.mp4

5.1 MB

2. Welcome to the Deep Learning Section!.srt

0.7 KB

20. TF Classification - Dealing with Overfitting and Evaluation.mp4

116.7 MB

20. TF Classification - Dealing with Overfitting and Evaluation.srt

27.0 KB

21. TensorFlow 2.0 Project Options Overview.mp4

8.2 MB

21. TensorFlow 2.0 Project Options Overview.srt

2.7 KB

22. TensorFlow 2.0 Project Notebook Overview.mp4

84.4 MB

22. TensorFlow 2.0 Project Notebook Overview.srt

13.8 KB

23. Keras Project Solutions - Dealing with Missing Data.mp4

150.6 MB

23. Keras Project Solutions - Dealing with Missing Data.srt

30.9 KB

24. Keras Project Solutions - Dealing with Missing Data - Part Two.mp4

101.5 MB

24. Keras Project Solutions - Dealing with Missing Data - Part Two.srt

22.4 KB

25. Keras Project Solutions - Categorical Data.mp4

89.5 MB

25. Keras Project Solutions - Categorical Data.srt

18.8 KB

26. Keras Project Solutions - Data PreProcessing.mp4

131.0 MB

26. Keras Project Solutions - Data PreProcessing.srt

27.4 KB

27. Keras Project Solutions - Data PreProcessing.mp4

25.1 MB

27. Keras Project Solutions - Data PreProcessing.srt

5.6 KB

28. Keras Project Solutions - Creating and Training a Model.mp4

31.2 MB

28. Keras Project Solutions - Creating and Training a Model.srt

6.6 KB

29. Keras Project Solutions - Model Evaluation.mp4

66.2 MB

29. Keras Project Solutions - Model Evaluation.srt

15.2 KB

3. Introduction to Artificial Neural Networks (ANN).mp4

10.1 MB

3. Introduction to Artificial Neural Networks (ANN).srt

3.6 KB

30. Tensorboard.mp4

151.2 MB

30. Tensorboard.srt

31.6 KB

4. Installing Tensorflow.html

0.4 KB

5. Perceptron Model.mp4

50.3 MB

5. Perceptron Model.srt

15.8 KB

6. Neural Networks.mp4

37.7 MB

6. Neural Networks.srt

11.8 KB

7. Activation Functions.mp4

65.6 MB

7. Activation Functions.srt

17.4 KB

8. Multi-Class Classification Considerations.mp4

48.3 MB

8. Multi-Class Classification Considerations.srt

17.5 KB

9. Cost Functions and Gradient Descent.mp4

79.7 MB

9. Cost Functions and Gradient Descent.srt

29.2 KB

/26. Big Data and Spark with Python/

1. Welcome to the Big Data Section!.mp4

5.5 MB

1. Welcome to the Big Data Section!.srt

5.5 MB

10. Lambda Expressions Review.mp4

9.8 MB

10. Lambda Expressions Review.srt

8.1 KB

11. Introduction to Spark and Python.mp4

16.5 MB

11. Introduction to Spark and Python.srt

12.4 KB

12. RDD Transformations and Actions.mp4

58.4 MB

12. RDD Transformations and Actions.srt

33.1 KB

2. Big Data Overview.mp4

10.4 MB

2. Big Data Overview.srt

8.0 KB

3. Spark Overview.mp4

16.5 MB

3. Spark Overview.srt

13.9 KB

4. Local Spark Set-Up.html

1.7 KB

5. AWS Account Set-Up.mp4

11.4 MB

5. AWS Account Set-Up.srt

7.0 KB

5.1 Amazon Guide to Creating an AWS Account.html

0.1 KB

6. Quick Note on AWS Security.html

0.4 KB

7. EC2 Instance Set-Up.mp4

66.0 MB

7. EC2 Instance Set-Up.srt

26.4 KB

7.1 Amazon Guide to Using PuTTY for Windows SSH.html

0.1 KB

8. SSH with Mac or Linux.mp4

9.6 MB

8. SSH with Mac or Linux.srt

8.1 KB

8.1 Amazon Guide to SSH with Mac.html

0.1 KB

9. PySpark Setup.mp4

63.3 MB

9. PySpark Setup.srt

37.3 KB

9.1 Step by Step Guide for PySpark Set-up.html

0.2 KB

/27. BONUS SECTION THANK YOU!/

1. Bonus Lecture.html

0.5 KB

/3. Jupyter Overview/

1. Updates to Notebook Zip.html

0.2 KB

2. Jupyter Notebooks.mp4

33.5 MB

2. Jupyter Notebooks.srt

23.3 KB

2.1 Py-DS-ML-Bootcamp-master.zip.zip

55.0 MB

3. Optional Virtual Environments.mp4

19.9 MB

3. Optional Virtual Environments.srt

15.8 KB

3.1 Updated Link to Manage Environments with Conda.html

0.1 KB

/4. Python Crash Course/

1. Welcome to the Python Crash Course Section!.mp4

4.1 MB

1. Welcome to the Python Crash Course Section!.srt

0.6 KB

2. Introduction to Python Crash Course.mp4

2.8 MB

2. Introduction to Python Crash Course.srt

2.3 KB

3. Python Crash Course - Part 1.mp4

37.5 MB

3. Python Crash Course - Part 1.srt

27.9 KB

4. Python Crash Course - Part 2.mp4

30.3 MB

4. Python Crash Course - Part 2.srt

23.1 KB

5. Python Crash Course - Part 3.mp4

33.3 MB

5. Python Crash Course - Part 3.srt

23.8 KB

6. Python Crash Course - Part 4.mp4

30.7 MB

6. Python Crash Course - Part 4.srt

21.9 KB

7. Python Crash Course Exercises - Overview.mp4

9.8 MB

7. Python Crash Course Exercises - Overview.srt

6.0 KB

8. Python Crash Course Exercises - Solutions.mp4

28.6 MB

8. Python Crash Course Exercises - Solutions.srt

16.8 KB

/5. Python for Data Analysis - NumPy/

1. Welcome to the NumPy Section!.mp4

2.6 MB

1. Welcome to the NumPy Section!.srt

0.3 KB

2. Introduction to Numpy.mp4

4.4 MB

2. Introduction to Numpy.srt

3.4 KB

3. Numpy Arrays.mp4

35.1 MB

3. Numpy Arrays.srt

23.5 KB

4. Quick Note on Array Indexing.html

1.1 KB

5. Numpy Array Indexing.mp4

39.1 MB

5. Numpy Array Indexing.srt

25.7 KB

6. Numpy Operations.mp4

26.7 MB

6. Numpy Operations.srt

11.1 KB

7. Numpy Exercises Overview.mp4

10.2 MB

7. Numpy Exercises Overview.srt

4.9 KB

8. Numpy Exercises Solutions.mp4

40.1 MB

8. Numpy Exercises Solutions.srt

24.4 KB

/6. Python for Data Analysis - Pandas/

1. Welcome to the Pandas Section!.mp4

3.4 MB

1. Welcome to the Pandas Section!.srt

0.5 KB

10. Operations.mp4

25.3 MB

10. Operations.srt

18.2 KB

11. Data Input and Output.mp4

38.4 MB

11. Data Input and Output.srt

21.5 KB

2. Introduction to Pandas.mp4

3.3 MB

2. Introduction to Pandas.srt

2.7 KB

3. Series.mp4

21.3 MB

3. Series.srt

15.9 KB

4. DataFrames - Part 1.mp4

41.7 MB

4. DataFrames - Part 1.srt

21.8 KB

5. DataFrames - Part 2.mp4

44.1 MB

5. DataFrames - Part 2.srt

25.6 KB

6. DataFrames - Part 3.mp4

21.9 MB

6. DataFrames - Part 3.srt

12.8 KB

7. Missing Data.mp4

12.7 MB

7. Missing Data.srt

8.9 KB

8. Groupby.mp4

15.5 MB

8. Groupby.srt

10.2 KB

9. Merging Joining and Concatenating.mp4

27.4 MB

9. Merging Joining and Concatenating.srt

14.0 KB

/7. Python for Data Analysis - Pandas Exercises/

1. Note on SF Salary Exercise.html

0.6 KB

2. SF Salaries Exercise Overview.mp4

7.1 MB

2. SF Salaries Exercise Overview.srt

3.4 KB

3. SF Salaries Solutions.mp4

44.8 MB

3. SF Salaries Solutions.srt

21.2 KB

4. Ecommerce Purchases Exercise Overview.mp4

7.8 MB

4. Ecommerce Purchases Exercise Overview.srt

3.9 KB

5. Ecommerce Purchases Exercise Solutions.mp4

45.2 MB

5. Ecommerce Purchases Exercise Solutions.srt

21.9 KB

/8. Python for Data Visualization - Matplotlib/

1. Welcome to the Data Visualization Section!.mp4

5.4 MB

1. Welcome to the Data Visualization Section!.srt

0.7 KB

2. Introduction to Matplotlib.mp4

13.2 MB

2. Introduction to Matplotlib.srt

5.4 KB

3. Matplotlib Part 1.mp4

37.9 MB

3. Matplotlib Part 1.srt

25.7 KB

4. Matplotlib Part 2.mp4

33.1 MB

4. Matplotlib Part 2.srt

22.0 KB

5. Matplotlib Part 3.mp4

28.6 MB

5. Matplotlib Part 3.srt

18.1 KB

6. Matplotlib Exercises Overview.mp4

6.1 MB

6. Matplotlib Exercises Overview.srt

2.7 KB

7. Matplotlib Exercises - Solutions.mp4

29.1 MB

7. Matplotlib Exercises - Solutions.srt

13.2 KB

/9. Python for Data Visualization - Seaborn/

1. Introduction to Seaborn.mp4

9.5 MB

1. Introduction to Seaborn.srt

4.6 KB

1.1 Link to Seaborn Documentation (updated).html

0.1 KB

2. Distribution Plots.mp4

53.9 MB

2. Distribution Plots.srt

29.1 KB

3. Categorical Plots.mp4

40.4 MB

3. Categorical Plots.srt

26.6 KB

4. Matrix Plots.mp4

23.4 MB

4. Matrix Plots.srt

14.9 KB

5. Grids.mp4

20.8 MB

5. Grids.srt

13.0 KB

6. Regression Plots.mp4

16.2 MB

6. Regression Plots.srt

10.5 KB

7. Style and Color.mp4

19.9 MB

7. Style and Color.srt

12.5 KB

8. Seaborn Exercise Overview.mp4

7.0 MB

8. Seaborn Exercise Overview.srt

3.0 KB

9. Seaborn Exercise Solutions.mp4

21.0 MB

9. Seaborn Exercise Solutions.srt

10.4 KB

/

Read Me.txt

1.0 KB

[FreeAllCourse.Com].URL

0.2 KB

 

Total files 331


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