Python for Data Science and Machine Learning Bootcamp

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Python for Data Science and Machine Learning Bootcamp

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Name:Python for Data Science and Machine Learning Bootcamp

Infohash: 72C79C0D4290B0E6F03617A789CA98BC4DDC55B8

Total Size: 5.20 GB

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Stream: Watch Full Movies @ LimeMovies

Last Updated: 2024-07-28 07:02:48 (Update Now)

Torrent added: 2020-01-13 09:01:26

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Torrent Files List

19. Decision Trees and Random Forests (Size: 5.20 GB) (Files: 301)

19. Decision Trees and Random Forests

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

200.19 MB

1. Introduction to Tree Methods.mp4

13.49 MB

1. Introduction to Tree Methods.srt

9.92 KB

2. Decision Trees and Random Forest with Python.mp4

49.09 MB

2. Decision Trees and Random Forest with Python.srt

49.12 MB

3. Decision Trees and Random Forest Project Overview.mp4

15.43 MB

3. Decision Trees and Random Forest Project Overview.srt

4.98 KB

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

36.72 MB

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

32.31 MB

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

12.14 KB

1. Course Introduction

1. Introduction to the Course.srt

5.90 KB

2. Course Help and Welcome.mp4

22.13 MB

2. Course Help and Welcome.srt

1.15 KB

3. Course FAQs.html

5.34 KB

3.1 Py_DS_ML_Bootcamp-master.zip.zip

52.49 MB

1. Introduction to the Course.mp4

43.01 MB

2. Environment Set-Up

1. Python Environment Setup.mp4

76.35 MB

1. Python Environment Setup.srt

19.99 KB

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

52.49 MB

3. Jupyter Overview

1. Updates to Notebook Zip.html

0.19 KB

2. Jupyter Notebooks.mp4

37.76 MB

2. Jupyter Notebooks.srt

22.74 KB

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

52.49 MB

3. Optional Virtual Environments.mp4

21.79 MB

3. Optional Virtual Environments.srt

15.39 KB

3.1 Updated Link to Manage Environments with Conda.html

0.14 KB

4. Python Crash Course

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

10.71 MB

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

0.54 KB

2. Introduction to Python Crash Course.mp4

3.04 MB

2. Introduction to Python Crash Course.srt

2.28 KB

3. Python Crash Course - Part 1.mp4

40.16 MB

3. Python Crash Course - Part 1.srt

27.25 KB

4. Python Crash Course - Part 2.mp4

32.22 MB

4. Python Crash Course - Part 2.srt

22.52 KB

5. Python Crash Course - Part 3.mp4

35.76 MB

5. Python Crash Course - Part 3.srt

23.24 KB

6. Python Crash Course - Part 4.mp4

32.55 MB

6. Python Crash Course - Part 4.srt

21.34 KB

7. Python Crash Course Exercises - Overview.mp4

12.23 MB

7. Python Crash Course Exercises - Overview.srt

5.90 KB

8. Python Crash Course Exercises - Solutions.mp4

34.42 MB

8. Python Crash Course Exercises - Solutions.srt

16.44 KB

5. Python for Data Analysis - NumPy

1. Welcome to the NumPy Section!.mp4

15.36 MB

1. Welcome to the NumPy Section!.srt

0.34 KB

2. Introduction to Numpy.mp4

4.73 MB

2. Introduction to Numpy.srt

3.28 KB

3. Numpy Arrays.mp4

38.14 MB

3. Numpy Arrays.srt

72.59 MB

4. Quick Note on Array Indexing.html

1.03 KB

5. Numpy Array Indexing.mp4

42.26 MB

5. Numpy Array Indexing.srt

25.08 KB

6. Numpy Operations.mp4

30.10 MB

6. Numpy Operations.srt

10.87 KB

7. Numpy Exercises Overview.mp4

12.22 MB

7. Numpy Exercises Overview.srt

4.80 KB

8. Numpy Exercises Solutions.mp4

46.24 MB

8. Numpy Exercises Solutions.srt

23.81 KB

6. Python for Data Analysis - Pandas

1. Welcome to the Pandas Section!.mp4

9.13 MB

1. Welcome to the Pandas Section!.srt

0.46 KB

2. Introduction to Pandas.mp4

3.53 MB

2. Introduction to Pandas.srt

2.59 KB

3. Series.mp4

22.70 MB

3. Series.srt

15.52 KB

4. DataFrames - Part 1.mp4

45.62 MB

4. DataFrames - Part 1.srt

21.33 KB

5. DataFrames - Part 2.mp4

49.87 MB

5. DataFrames - Part 2.srt

24.96 KB

6. DataFrames - Part 3.mp4

24.31 MB

6. DataFrames - Part 3.srt

12.54 KB

7. Missing Data.mp4

13.68 MB

7. Missing Data.srt

8.67 KB

8. Groupby.mp4

16.70 MB

8. Groupby.srt

9.98 KB

9. Merging Joining and Concatenating.mp4

30.39 MB

9. Merging Joining and Concatenating.srt

13.64 KB

10. Operations.mp4

27.36 MB

10. Operations.srt

17.76 KB

11. Data Input and Output.mp4

44.50 MB

11. Data Input and Output.srt

44.52 MB

7. Python for Data Analysis - Pandas Exercises

1. Note on SF Salary Exercise.html

0.55 KB

2. SF Salaries Exercise Overview.mp4

8.30 MB

2. SF Salaries Exercise Overview.srt

3.36 KB

3. SF Salaries Solutions.mp4

51.79 MB

3. SF Salaries Solutions.srt

20.72 KB

4. Ecommerce Purchases Exercise Overview.mp4

8.80 MB

4. Ecommerce Purchases Exercise Overview.srt

3.82 KB

5. Ecommerce Purchases Exercise Solutions.mp4

52.03 MB

5. Ecommerce Purchases Exercise Solutions.srt

21.34 KB

8. Python for Data Visualization - Matplotlib

1. Welcome to the Data Visualization Section!.mp4

14.25 MB

1. Welcome to the Data Visualization Section!.srt

0.73 KB

2. Introduction to Matplotlib.mp4

16.34 MB

2. Introduction to Matplotlib.srt

5.23 KB

3. Matplotlib Part 1.mp4

41.62 MB

3. Matplotlib Part 1.srt

25.06 KB

4. Matplotlib Part 2.mp4

35.46 MB

4. Matplotlib Part 2.srt

21.51 KB

5. Matplotlib Part 3.mp4

31.91 MB

5. Matplotlib Part 3.srt

17.69 KB

6. Matplotlib Exercises Overview.mp4

7.72 MB

6. Matplotlib Exercises Overview.srt

2.63 KB

7. Matplotlib Exercises - Solutions.mp4

32.81 MB

7. Matplotlib Exercises - Solutions.srt

12.87 KB

9. Python for Data Visualization - Seaborn

1. Introduction to Seaborn.mp4

11.59 MB

1. Introduction to Seaborn.srt

4.46 KB

1.1 Link to Seaborn Documentation (updated).html

0.08 KB

2. Distribution Plots.mp4

61.75 MB

2. Distribution Plots.srt

28.46 KB

3. Categorical Plots.mp4

44.38 MB

3. Categorical Plots.srt

25.95 KB

4. Matrix Plots.mp4

25.42 MB

4. Matrix Plots.srt

14.54 KB

5. Grids.mp4

23.95 MB

5. Grids.srt

12.73 KB

6. Regression Plots.mp4

18.04 MB

6. Regression Plots.srt

10.26 KB

7. Style and Color.mp4

22.70 MB

7. Style and Color.srt

12.23 KB

8. Seaborn Exercise Overview.mp4

8.25 MB

8. Seaborn Exercise Overview.srt

8.26 MB

9. Seaborn Exercise Solutions.mp4

24.24 MB

9. Seaborn Exercise Solutions.srt

10.17 KB

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

1. Pandas Built-in Data Visualization.mp4

36.88 MB

1. Pandas Built-in Data Visualization.srt

20.81 KB

2. Pandas Data Visualization Exercise.mp4

6.55 MB

2. Pandas Data Visualization Exercise.srt

2.27 KB

3. Pandas Data Visualization Exercise- Solutions.mp4

35.91 MB

3. Pandas Data Visualization Exercise- Solutions.srt

13.30 KB

11. Python for Data Visualization - Plotly and Cufflinks

1. Introduction to Plotly and Cufflinks.mp4

15.64 MB

1. Introduction to Plotly and Cufflinks.srt

5.47 KB

2. Plotly and Cufflinks.mp4

62.61 MB

2. Plotly and Cufflinks.srt

27.72 KB

12. Python for Data Visualization - Geographical Plotting

1. Introduction to Geographical Plotting.mp4

2.16 MB

1. Introduction to Geographical Plotting.srt

1.36 KB

2. Choropleth Maps - Part 1 - USA.mp4

54.96 MB

2. Choropleth Maps - Part 1 - USA.srt

26.28 KB

3. Choropleth Maps - Part 2 - World.mp4

24.42 MB

3. Choropleth Maps - Part 2 - World.srt

8.88 KB

4. Choropleth Exercises.mp4

12.88 MB

4. Choropleth Exercises.srt

5.74 KB

5. Choropleth Exercises - Solutions.mp4

33.47 MB

5. Choropleth Exercises - Solutions.srt

13.89 KB

13. Data Capstone Project

1. Welcome to the Data Capstone Projects!.mp4

10.98 MB

1. Welcome to the Data Capstone Projects!.srt

0.60 KB

2. 911 Calls Project Overview.mp4

11.44 MB

2. 911 Calls Project Overview.srt

3.64 KB

3. 911 Calls Solutions - Part 1.mp4

49.16 MB

3. 911 Calls Solutions - Part 1.srt

20.88 KB

4. 911 Calls Solutions - Part 2.mp4

58.83 MB

4. 911 Calls Solutions - Part 2.srt

26.49 KB

5. Bank Data.html

0.35 KB

5.1 Download all_banks pickle file from this link.html

0.11 KB

6. Finance Data Project Overview.mp4

16.38 MB

6. Finance Data Project Overview.srt

5.41 KB

7. Finance Project - Solutions Part 1.mp4

60.47 MB

7. Finance Project - Solutions Part 1.srt

24.32 KB

8. Finance Project - Solutions Part 2.mp4

55.85 MB

8. Finance Project - Solutions Part 2.srt

25.24 KB

9. Finance Project - Solutions Part 3.mp4

19.91 MB

9. Finance Project - Solutions Part 3.srt

8.88 KB

14. Introduction to Machine Learning

1. Welcome to the Machine Learning Section!.mp4

19.50 MB

1. Welcome to the Machine Learning Section!.srt

0.97 KB

2. Link for ISLR.html

0.40 KB

2.1 Python DS Presentations.zip.zip

2.80 MB

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

0.12 KB

3. Introduction to Machine Learning.mp4

37.62 MB

3. Introduction to Machine Learning.srt

17.11 KB

3.1 Link for ISLR.html

0.12 KB

4. Machine Learning with Python.mp4

18.78 MB

4. Machine Learning with Python.srt

14.15 KB

15. Linear Regression

1. Linear Regression Theory.mp4

9.90 MB

1. Linear Regression Theory.srt

6.65 KB

2. model_selection Updates for SciKit Learn 0.18.html

0.83 KB

3. Linear Regression with Python - Part 1.mp4

52.31 MB

3. Linear Regression with Python - Part 1.srt

26.06 KB

4. Linear Regression with Python - Part 2.mp4

19.27 MB

4. Linear Regression with Python - Part 2.srt

10.08 KB

5. Linear Regression Project Overview.mp4

14.20 MB

5. Linear Regression Project Overview.srt

3.97 KB

6. Linear Regression Project Solution.mp4

56.47 MB

6. Linear Regression Project Solution.srt

26.08 KB

16. Cross Validation and Bias-Variance Trade-Off

1. Bias Variance Trade-Off.mp4

12.94 MB

1. Bias Variance Trade-Off.srt

9.71 KB

17. Logistic Regression

1. Logistic Regression Theory.mp4

23.55 MB

1. Logistic Regression Theory.srt

17.29 KB

2. Logistic Regression with Python - Part 1.mp4

49.04 MB

2. Logistic Regression with Python - Part 1.srt

26.22 KB

3. Logistic Regression with Python - Part 2.mp4

38.83 MB

3. Logistic Regression with Python - Part 2.srt

38.85 MB

4. Logistic Regression with Python - Part 3.mp4

20.02 MB

4. Logistic Regression with Python - Part 3.srt

11.75 KB

5. Logistic Regression Project Overview.mp4

6.65 MB

5. Logistic Regression Project Overview.srt

2.58 KB

6. Logistic Regression Project Solutions.mp4

36.70 MB

6. Logistic Regression Project Solutions.srt

14.72 KB

18. K Nearest Neighbors

1. KNN Theory.mp4

11.18 MB

1. KNN Theory.srt

8.01 KB

2. KNN with Python.mp4

54.69 MB

2. KNN with Python.srt

26.68 KB

3. KNN Project Overview.mp4

7.11 MB

3. KNN Project Overview.srt

2.19 KB

4. KNN Project Solutions.mp4

70.86 MB

4. KNN Project Solutions.srt

19.22 KB

20. Support Vector Machines

1. SVM Theory.mp4

9.91 MB

1. SVM Theory.srt

6.55 KB

2. Support Vector Machines with Python.mp4

56.15 MB

2. Support Vector Machines with Python.srt

24.79 KB

3. SVM Project Overview.mp4

11.18 MB

3. SVM Project Overview.srt

3.77 KB

4. SVM Project Solutions.mp4

33.58 MB

4. SVM Project Solutions.srt

13.21 KB

21. K Means Clustering

1. K Means Algorithm Theory.mp4

10.98 MB

1. K Means Algorithm Theory.srt

7.55 KB

2. K Means with Python.mp4

34.62 MB

2. K Means with Python.srt

17.37 KB

3. K Means Project Overview.mp4

11.57 MB

3. K Means Project Overview.srt

4.79 KB

4. K Means Project Solutions.mp4

56.74 MB

4. K Means Project Solutions.srt

22.68 KB

22. Principal Component Analysis

1. Principal Component Analysis.mp4

7.13 MB

1. Principal Component Analysis.srt

4.88 KB

2. PCA with Python.mp4

49.82 MB

2. PCA with Python.srt

23.53 KB

23. Recommender Systems

1. Recommender Systems.mp4

9.11 MB

1. Recommender Systems.srt

6.73 KB

2. Recommender Systems with Python - Part 1.mp4

43.40 MB

2. Recommender Systems with Python - Part 1.srt

19.44 KB

3. Recommender Systems with Python - Part 2.mp4

39.42 MB

3. Recommender Systems with Python - Part 2.srt

17.06 KB

24. Natural Language Processing

1. Natural Language Processing Theory.mp4

9.82 MB

1. Natural Language Processing Theory.srt

6.99 KB

2. NLP with Python - Part 1.mp4

47.42 MB

2. NLP with Python - Part 1.srt

22.05 KB

3. NLP with Python - Part 2.mp4

49.08 MB

3. NLP with Python - Part 2.srt

49.10 MB

4. NLP with Python - Part 3.mp4

43.49 MB

4. NLP with Python - Part 3.srt

23.92 KB

5. NLP Project Overview.mp4

8.44 MB

5. NLP Project Overview.srt

3.58 KB

6. NLP Project Solutions.mp4

57.69 MB

6. NLP Project Solutions.srt

57.73 MB

25. Big Data and Spark with Python

1. Welcome to the Big Data Section!.mp4

14.24 MB

1. Welcome to the Big Data Section!.srt

0.72 KB

2. Big Data Overview.mp4

11.30 MB

2. Big Data Overview.srt

7.77 KB

3. Spark Overview.mp4

17.50 MB

3. Spark Overview.srt

13.59 KB

4. Local Spark Set-Up.html

1.62 KB

5. AWS Account Set-Up.mp4

13.11 MB

5. AWS Account Set-Up.srt

6.79 KB

5.1 Amazon Guide to Creating an AWS Account.html

0.14 KB

6. Quick Note on AWS Security.html

0.38 KB

7. EC2 Instance Set-Up.mp4

86.54 MB

7. EC2 Instance Set-Up.srt

25.75 KB

7.1 Amazon Guide to Using PuTTY for Windows SSH.html

0.12 KB

8. SSH with Mac or Linux.mp4

10.90 MB

8. SSH with Mac or Linux.srt

7.95 KB

8.1 Amazon Guide to SSH with Mac.html

0.14 KB

9. PySpark Setup.mp4

70.62 MB

9. PySpark Setup.srt

17.35 KB

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

0.15 KB

10. Lambda Expressions Review.mp4

10.31 MB

10. Lambda Expressions Review.srt

7.88 KB

11. Introduction to Spark and Python.mp4

18.08 MB

11. Introduction to Spark and Python.srt

12.14 KB

12. RDD Transformations and Actions.mp4

70.81 MB

12. RDD Transformations and Actions.srt

32.35 KB

26. Neural Nets and Deep Learning

1. Welcome to the Deep Learning Section!.mp4

13.35 MB

1. Welcome to the Deep Learning Section!.srt

0.69 KB

2. Neural Network Theory.mp4

14.53 MB

2. Neural Network Theory.srt

10.02 KB

3. What is TensorFlow.mp4

32.81 MB

3. What is TensorFlow.srt

8.75 KB

4. Installing Tensorflow 1.10.mp4

7.28 MB

4. Installing Tensorflow 1.10.srt

2.95 KB

5. TensorFlow Basics.mp4

36.59 MB

5. TensorFlow Basics.srt

21.45 KB

6. MNIST - Part One.mp4

58.38 MB

6. MNIST - Part One.srt

68.38 MB

7. MNIST - Part Two.mp4

94.08 MB

7. MNIST - Part Two.srt

22.00 KB

8. Tensorflow Estimators.mp4

156.64 MB

8. Tensorflow Estimators.srt

30.38 KB

9. Deep Learning Project.mp4

28.15 MB

9. Deep Learning Project.srt

4.97 KB

10. Deep Learning Project - Solutions.mp4

94.60 MB

10. Deep Learning Project - Solutions.srt

14.95 KB

27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)

1. TensorFlow Installation.mp4

91.93 MB

1. TensorFlow Installation.srt

38.66 KB

2. MNIST with Multi-Layer Perceptron - Part 1.mp4

25.23 MB

2. MNIST with Multi-Layer Perceptron - Part 1.srt

17.54 KB

3. MNIST with Multi-Layer Perceptron - Part 2.mp4

45.19 MB

3. MNIST with Multi-Layer Perceptron - Part 2.srt

22.74 KB

4. MNIST with Multi-Layer Perceptron - Part 3.mp4

56.70 MB

4. MNIST with Multi-Layer Perceptron - Part 3.srt

91.21 MB

5. TensorFlow with ContribLearn.mp4

23.77 MB

5. TensorFlow with ContribLearn.srt

12.90 KB

6. Tensorflow Project Exercise Overview.mp4

40.59 MB

6. Tensorflow Project Exercise Overview.srt

3.86 KB

7. Tensorflow Project Exercise - Solutions.mp4

52.72 MB

7. Tensorflow Project Exercise - Solutions.srt

20.28 KB

28. BONUS SECTION THANK YOU!

1. Bonus Lecture.html

0.52 KB

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