Download Udemy - Python For Data Science And Machine Learning Bootcamp [TP] Torrent

Torrent Contents Size: 3.78 GB

Udemy - Python For Data Science And Machine Learning Bootcamp [TP]

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1. Course Introduction

1. Introduction to the Course.mp4	MP4	29.05 MB
1. Introduction to the Course.vtt	VTT	5.35 KB
2. Course Help and Welcome.mp4	MP4	8.26 MB
2. Course Help and Welcome.vtt	VTT	1.05 KB
3. Course FAQs.html	HTML	5.34 KB
3.1 Py_DS_ML_Bootcamp-master.zip.zip	ZIP	52.49 MB

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

1. Pandas Built-in Data Visualization.mp4	MP4	31.35 MB
1. Pandas Built-in Data Visualization.vtt	VTT	18.59 KB
2. Pandas Data Visualization Exercise.mp4	MP4	5.17 MB
2. Pandas Data Visualization Exercise.vtt	VTT	2.04 KB
3. Pandas Data Visualization Exercise- Solutions.mp4	MP4	28.6 MB
3. Pandas Data Visualization Exercise- Solutions.vtt	VTT	11.91 KB

11. Python for Data Visualization - Plotly and Cufflinks

1. Introduction to Plotly and Cufflinks.mp4	MP4	12.52 MB
1. Introduction to Plotly and Cufflinks.vtt	VTT	4.93 KB
2. Plotly and Cufflinks.mp4	MP4	51.15 MB
2. Plotly and Cufflinks.vtt	VTT	24.69 KB

12. Python for Data Visualization - Geographical Plotting

1. Introduction to Geographical Plotting.mp4	MP4	1.94 MB
1. Introduction to Geographical Plotting.vtt	VTT	1.25 KB
2. Choropleth Maps - Part 1 - USA.mp4	MP4	46.15 MB
2. Choropleth Maps - Part 1 - USA.vtt	VTT	23.47 KB
3. Choropleth Maps - Part 2 - World.mp4	MP4	19.19 MB
3. Choropleth Maps - Part 2 - World.vtt	VTT	7.98 KB
4. Choropleth Exercises.mp4	MP4	11.15 MB
4. Choropleth Exercises.vtt	VTT	5.17 KB
5. Choropleth Exercises - Solutions.mp4	MP4	27.63 MB
5. Choropleth Exercises - Solutions.vtt	VTT	12.38 KB

13. Data Capstone Project

1. Welcome to the Data Capstone Projects!.mp4	MP4	3.98 MB
1. Welcome to the Data Capstone Projects!.vtt	VTT	562 B
2. 911 Calls Project Overview.mp4	MP4	8.57 MB
2. 911 Calls Project Overview.vtt	VTT	3.3 KB
3. 911 Calls Solutions - Part 1.mp4	MP4	39.79 MB
3. 911 Calls Solutions - Part 1.vtt	VTT	18.58 KB
4. 911 Calls Solutions - Part 2.mp4	MP4	49.8 MB
4. 911 Calls Solutions - Part 2.vtt	VTT	23.64 KB
5. Bank Data.html	HTML	363 B
5.1 Download all_banks pickle file from this link.html	HTML	117 B
6. Finance Data Project Overview.mp4	MP4	12.22 MB
6. Finance Data Project Overview.vtt	VTT	4.88 KB
7. Finance Project - Solutions Part 1.mp4	MP4	47.26 MB
7. Finance Project - Solutions Part 1.vtt	VTT	21.74 KB
8. Finance Project - Solutions Part 2.mp4	MP4	45.72 MB
8. Finance Project - Solutions Part 2.vtt	VTT	22.66 KB
9. Finance Project - Solutions Part 3.mp4	MP4	16.57 MB
9. Finance Project - Solutions Part 3.vtt	VTT	7.96 KB

14. Introduction to Machine Learning

1. Welcome to the Machine Learning Section!.mp4	MP4	7.21 MB
1. Welcome to the Machine Learning Section!.vtt	VTT	909 B
2. Link for ISLR.html	HTML	406 B
2.1 Python DS Presentations.zip.zip	ZIP	2.8 MB
2.2 ISLR 6th Edition PDF (Machine Learning Textbook).html	HTML	123 B
3. Introduction to Machine Learning.mp4	MP4	28.93 MB
3. Introduction to Machine Learning.vtt	VTT	15.42 KB
3.1 Link for ISLR.html	HTML	123 B
4. Machine Learning with Python.mp4	MP4	16.8 MB
4. Machine Learning with Python.vtt	VTT	12.74 KB

15. Linear Regression

1. Linear Regression Theory.mp4	MP4	8.57 MB
1. Linear Regression Theory.vtt	VTT	5.99 KB
2. model_selection Updates for SciKit Learn 0.18.html	HTML	845 B
3. Linear Regression with Python - Part 1.mp4	MP4	43.31 MB
3. Linear Regression with Python - Part 1.vtt	VTT	23.32 KB
4. Linear Regression with Python - Part 2.mp4	MP4	16.05 MB
4. Linear Regression with Python - Part 2.vtt	VTT	9.09 KB
5. Linear Regression Project Overview.mp4	MP4	10.79 MB
5. Linear Regression Project Overview.vtt	VTT	3.6 KB
6. Linear Regression Project Solution.mp4	MP4	45.39 MB
6. Linear Regression Project Solution.vtt	VTT	23.38 KB

16. Cross Validation and Bias-Variance Trade-Off

	1. Bias Variance Trade-Off.mp4	MP4	11.61 MB
	1. Bias Variance Trade-Off.vtt	VTT	8.76 KB

17. Logistic Regression

1. Logistic Regression Theory.mp4	MP4	21.01 MB
1. Logistic Regression Theory.vtt	VTT	15.45 KB
2. Logistic Regression with Python - Part 1.mp4	MP4	41.42 MB
2. Logistic Regression with Python - Part 1.vtt	VTT	23.42 KB
3. Logistic Regression with Python - Part 2.mp4	MP4	34.22 MB
3. Logistic Regression with Python - Part 2.vtt	VTT	21.32 KB
4. Logistic Regression with Python - Part 3.mp4	MP4	16.95 MB
4. Logistic Regression with Python - Part 3.vtt	VTT	10.54 KB
5. Logistic Regression Project Overview.mp4	MP4	5.32 MB
5. Logistic Regression Project Overview.vtt	VTT	2.35 KB
6. Logistic Regression Project Solutions.mp4	MP4	30.21 MB
6. Logistic Regression Project Solutions.vtt	VTT	13.18 KB

18. K Nearest Neighbors

1. KNN Theory.mp4	MP4	9.92 MB
1. KNN Theory.vtt	VTT	7.23 KB
2. KNN with Python.mp4	MP4	45.97 MB
2. KNN with Python.vtt	VTT	23.85 KB
3. KNN Project Overview.mp4	MP4	4.98 MB
3. KNN Project Overview.vtt	VTT	1.97 KB
4. KNN Project Solutions.mp4	MP4	52.66 MB
4. KNN Project Solutions.vtt	VTT	17.23 KB

19. Decision Trees and Random Forests

1. Introduction to Tree Methods.mp4	MP4	12.06 MB
1. Introduction to Tree Methods.vtt	VTT	8.92 KB
2. Decision Trees and Random Forest with Python.mp4	MP4	40.09 MB
2. Decision Trees and Random Forest with Python.vtt	VTT	18.04 KB
3. Decision Trees and Random Forest Project Overview.mp4	MP4	11.96 MB
3. Decision Trees and Random Forest Project Overview.vtt	VTT	4.5 KB
4. Decision Trees and Random Forest Solutions Part 1.mp4	MP4	30.87 MB
4. Decision Trees and Random Forest Solutions Part 1.vtt	VTT	15.26 KB
5. Decision Trees and Random Forest Solutions Part 2.mp4	MP4	26.56 MB
5. Decision Trees and Random Forest Solutions Part 2.vtt	VTT	10.88 KB

2. Environment Set-Up

1. Python Environment Setup.mp4	MP4	76.35 MB
1. Python Environment Setup.vtt	VTT	17.65 KB
1.1 Py-DS-ML-Bootcamp-master.zip.zip	ZIP	52.5 MB

20. Support Vector Machines

1. SVM Theory.mp4	MP4	8.73 MB
1. SVM Theory.vtt	VTT	5.95 KB
2. Support Vector Machines with Python.mp4	MP4	47.45 MB
2. Support Vector Machines with Python.vtt	VTT	22.2 KB
3. SVM Project Overview.mp4	MP4	8.59 MB
3. SVM Project Overview.vtt	VTT	3.42 KB
4. SVM Project Solutions.mp4	MP4	28.14 MB
4. SVM Project Solutions.vtt	VTT	11.82 KB

21. K Means Clustering

1. K Means Algorithm Theory.mp4	MP4	9.61 MB
1. K Means Algorithm Theory.vtt	VTT	6.82 KB
2. K Means with Python.mp4	MP4	29.95 MB
2. K Means with Python.vtt	VTT	15.55 KB
3. K Means Project Overview.mp4	MP4	9.2 MB
3. K Means Project Overview.vtt	VTT	4.32 KB
4. K Means Project Solutions.mp4	MP4	47.12 MB
4. K Means Project Solutions.vtt	VTT	20.31 KB

22. Principal Component Analysis

1. Principal Component Analysis.mp4	MP4	6.21 MB
1. Principal Component Analysis.vtt	VTT	4.42 KB
2. PCA with Python.mp4	MP4	43.24 MB
2. PCA with Python.vtt	VTT	21.12 KB

23. Recommender Systems

1. Recommender Systems.mp4	MP4	7.88 MB
1. Recommender Systems.vtt	VTT	6.11 KB
2. Recommender Systems with Python - Part 1.mp4	MP4	35.52 MB
2. Recommender Systems with Python - Part 1.vtt	VTT	17.43 KB
3. Recommender Systems with Python - Part 2.mp4	MP4	34.45 MB
3. Recommender Systems with Python - Part 2.vtt	VTT	15.32 KB

24. Natural Language Processing

1. Natural Language Processing Theory.mp4	MP4	8.87 MB
1. Natural Language Processing Theory.vtt	VTT	6.34 KB
2. NLP with Python - Part 1.mp4	MP4	40.17 MB
2. NLP with Python - Part 1.vtt	VTT	19.76 KB
3. NLP with Python - Part 2.mp4	MP4	41.91 MB
3. NLP with Python - Part 2.vtt	VTT	22.59 KB
4. NLP with Python - Part 3.mp4	MP4	37.66 MB
4. NLP with Python - Part 3.vtt	VTT	21.49 KB
5. NLP Project Overview.mp4	MP4	6.68 MB
5. NLP Project Overview.vtt	VTT	3.24 KB
6. NLP Project Solutions.mp4	MP4	48.05 MB
6. NLP Project Solutions.vtt	VTT	23.97 KB

25. Big Data and Spark with Python

1. Welcome to the Big Data Section!.mp4	MP4	5.24 MB
1. Welcome to the Big Data Section!.vtt	VTT	678 B
10. Lambda Expressions Review.mp4	MP4	9.33 MB
10. Lambda Expressions Review.vtt	VTT	7.04 KB
11. Introduction to Spark and Python.mp4	MP4	15.73 MB
11. Introduction to Spark and Python.vtt	VTT	10.96 KB
12. RDD Transformations and Actions.mp4	MP4	55.68 MB
12. RDD Transformations and Actions.vtt	VTT	28.85 KB
2. Big Data Overview.mp4	MP4	9.97 MB
2. Big Data Overview.vtt	VTT	7.06 KB
3. Spark Overview.mp4	MP4	15.69 MB
3. Spark Overview.vtt	VTT	12.28 KB
4. Local Spark Set-Up.html	HTML	1.62 KB
5. AWS Account Set-Up.mp4	MP4	10.89 MB
5. AWS Account Set-Up.vtt	VTT	6.14 KB
5.1 Amazon Guide to Creating an AWS Account.html	HTML	146 B
6. Quick Note on AWS Security.html	HTML	392 B
7. EC2 Instance Set-Up.mp4	MP4	62.98 MB
7. EC2 Instance Set-Up.vtt	VTT	22.93 KB
7.1 Amazon Guide to Using PuTTY for Windows SSH.html	HTML	122 B
8. SSH with Mac or Linux.mp4	MP4	9.15 MB
8. SSH with Mac or Linux.vtt	VTT	7.1 KB
8.1 Amazon Guide to SSH with Mac.html	HTML	140 B
9. PySpark Setup.mp4	MP4	60.4 MB
9. PySpark Setup.vtt	VTT	32.23 KB
9.1 Step by Step Guide for PySpark Set-up.html	HTML	158 B

26. Neural Nets and Deep Learning

1. Welcome to the Deep Learning Section!.mp4	MP4	4.91 MB
1. Welcome to the Deep Learning Section!.vtt	VTT	647 B
10. Deep Learning Project - Solutions.mp4	MP4	94.6 MB
10. Deep Learning Project - Solutions.vtt	VTT	13.18 KB
2. Neural Network Theory.mp4	MP4	12.46 MB
2. Neural Network Theory.vtt	VTT	9.04 KB
3. What is TensorFlow.mp4	MP4	25.11 MB
3. What is TensorFlow.vtt	VTT	7.91 KB
4. Installing Tensorflow 1.10.mp4	MP4	7.28 MB
4. Installing Tensorflow 1.10.vtt	VTT	2.62 KB
5. TensorFlow Basics.mp4	MP4	30.98 MB
5. TensorFlow Basics.vtt	VTT	19.11 KB
6. MNIST - Part One.mp4	MP4	58.38 MB
6. MNIST - Part One.vtt	VTT	12.77 KB
7. MNIST - Part Two.mp4	MP4	94.09 MB
7. MNIST - Part Two.vtt	VTT	19.48 KB
8. Tensorflow Estimators.mp4	MP4	156.64 MB
8. Tensorflow Estimators.vtt	VTT	26.72 KB
9. Deep Learning Project.mp4	MP4	28.16 MB
9. Deep Learning Project.vtt	VTT	4.44 KB

27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)

1. TensorFlow Installation.mp4	MP4	69.27 MB
1. TensorFlow Installation.vtt	VTT	34.3 KB
2. MNIST with Multi-Layer Perceptron - Part 1.mp4	MP4	21.73 MB
2. MNIST with Multi-Layer Perceptron - Part 1.vtt	VTT	15.7 KB
3. MNIST with Multi-Layer Perceptron - Part 2.mp4	MP4	36.51 MB
3. MNIST with Multi-Layer Perceptron - Part 2.vtt	VTT	20.36 KB
4. MNIST with Multi-Layer Perceptron - Part 3.mp4	MP4	44.35 MB
4. MNIST with Multi-Layer Perceptron - Part 3.vtt	VTT	23.3 KB
5. TensorFlow with ContribLearn.mp4	MP4	19.55 MB
5. TensorFlow with ContribLearn.vtt	VTT	11.57 KB
6. Tensorflow Project Exercise Overview.mp4	MP4	7.31 MB
6. Tensorflow Project Exercise Overview.vtt	VTT	3.48 KB
7. Tensorflow Project Exercise - Solutions.mp4	MP4	37.51 MB
7. Tensorflow Project Exercise - Solutions.vtt	VTT	18.19 KB

28. BONUS DISCOUNT COUPONS FOR OTHER COURSES

1. Bonus Lecture Coupons.html

HTML

5.79 KB

3. Jupyter Overview

1. Updates to Notebook Zip.html	HTML	197 B
2. Jupyter Notebooks.mp4	MP4	31.99 MB
2. Jupyter Notebooks.vtt	VTT	20.26 KB
2.1 Py-DS-ML-Bootcamp-master.zip.zip	ZIP	52.49 MB
3. Optional Virtual Environments.mp4	MP4	18.94 MB
3. Optional Virtual Environments.vtt	VTT	13.78 KB
3.1 Updated Link to Manage Environments with Conda.html	HTML	144 B

4. Python Crash Course

1. Welcome to the Python Crash Course Section!.mp4	MP4	3.95 MB
1. Welcome to the Python Crash Course Section!.vtt	VTT	511 B
2. Introduction to Python Crash Course.mp4	MP4	2.66 MB
2. Introduction to Python Crash Course.vtt	VTT	2.08 KB
3. Python Crash Course - Part 1.mp4	MP4	35.78 MB
3. Python Crash Course - Part 1.vtt	VTT	24.27 KB
4. Python Crash Course - Part 2.mp4	MP4	28.88 MB
4. Python Crash Course - Part 2.vtt	VTT	19.9 KB
5. Python Crash Course - Part 3.mp4	MP4	31.75 MB
5. Python Crash Course - Part 3.vtt	VTT	20.71 KB
6. Python Crash Course - Part 4.mp4	MP4	29.27 MB
6. Python Crash Course - Part 4.vtt	VTT	19.02 KB
7. Python Crash Course Exercises - Overview.mp4	MP4	9.39 MB
7. Python Crash Course Exercises - Overview.vtt	VTT	5.33 KB
8. Python Crash Course Exercises - Solutions.mp4	MP4	27.25 MB
8. Python Crash Course Exercises - Solutions.vtt	VTT	14.61 KB

5. Python for Data Analysis - NumPy

1. Welcome to the NumPy Section!.mp4	MP4	2.48 MB
1. Welcome to the NumPy Section!.vtt	VTT	316 B
2. Introduction to Numpy.mp4	MP4	4.16 MB
2. Introduction to Numpy.vtt	VTT	2.99 KB
3. Numpy Arrays.mp4	MP4	33.45 MB
3. Numpy Arrays.vtt	VTT	20.5 KB
4. Quick Note on Array Indexing.html	HTML	1.03 KB
5. Numpy Array Indexing.mp4	MP4	37.3 MB
5. Numpy Array Indexing.vtt	VTT	22.33 KB
6. Numpy Operations.mp4	MP4	25.47 MB
6. Numpy Operations.vtt	VTT	9.74 KB
7. Numpy Exercises Overview.mp4	MP4	9.76 MB
7. Numpy Exercises Overview.vtt	VTT	4.28 KB
8. Numpy Exercises Solutions.mp4	MP4	38.27 MB
8. Numpy Exercises Solutions.vtt	VTT	21.11 KB

6. Python for Data Analysis - Pandas

1. Welcome to the Pandas Section!.mp4	MP4	3.26 MB
1. Welcome to the Pandas Section!.vtt	VTT	427 B
10. Operations.mp4	MP4	24.13 MB
10. Operations.vtt	VTT	15.84 KB
11. Data Input and Output.mp4	MP4	36.63 MB
11. Data Input and Output.vtt	VTT	18.75 KB
2. Introduction to Pandas.mp4	MP4	3.18 MB
2. Introduction to Pandas.vtt	VTT	2.35 KB
3. Series.mp4	MP4	20.31 MB
3. Series.vtt	VTT	13.91 KB
4. DataFrames - Part 1.mp4	MP4	39.77 MB
4. DataFrames - Part 1.vtt	VTT	19.06 KB
5. DataFrames - Part 2.mp4	MP4	42.03 MB
5. DataFrames - Part 2.vtt	VTT	22.31 KB
6. DataFrames - Part 3.mp4	MP4	20.86 MB
6. DataFrames - Part 3.vtt	VTT	11.23 KB
7. Missing Data.mp4	MP4	12.14 MB
7. Missing Data.vtt	VTT	7.8 KB
8. Groupby.mp4	MP4	14.78 MB
8. Groupby.vtt	VTT	9.02 KB
9. Merging Joining and Concatenating.mp4	MP4	26.16 MB
9. Merging Joining and Concatenating.vtt	VTT	12.32 KB

7. Python for Data Analysis - Pandas Exercises

1. Note on SF Salary Exercise.html	HTML	559 B
2. SF Salaries Exercise Overview.mp4	MP4	6.79 MB
2. SF Salaries Exercise Overview.vtt	VTT	3.02 KB
3. SF Salaries Solutions.mp4	MP4	42.7 MB
3. SF Salaries Solutions.vtt	VTT	18.39 KB
4. Ecommerce Purchases Exercise Overview.mp4	MP4	7.4 MB
4. Ecommerce Purchases Exercise Overview.vtt	VTT	3.43 KB
5. Ecommerce Purchases Exercise Solutions.mp4	MP4	43.07 MB
5. Ecommerce Purchases Exercise Solutions.vtt	VTT	18.96 KB

8. Python for Data Visualization - Matplotlib

1. Welcome to the Data Visualization Section!.mp4	MP4	5.2 MB
1. Welcome to the Data Visualization Section!.vtt	VTT	686 B
2. Introduction to Matplotlib.mp4	MP4	12.64 MB
2. Introduction to Matplotlib.vtt	VTT	4.72 KB
3. Matplotlib Part 1.mp4	MP4	36.17 MB
3. Matplotlib Part 1.vtt	VTT	22.33 KB
4. Matplotlib Part 2.mp4	MP4	31.57 MB
4. Matplotlib Part 2.vtt	VTT	19.18 KB
5. Matplotlib Part 3.mp4	MP4	27.27 MB
5. Matplotlib Part 3.vtt	VTT	15.82 KB
6. Matplotlib Exercises Overview.mp4	MP4	5.86 MB
6. Matplotlib Exercises Overview.vtt	VTT	2.38 KB
7. Matplotlib Exercises - Solutions.mp4	MP4	27.73 MB
7. Matplotlib Exercises - Solutions.vtt	VTT	11.44 KB

9. Python for Data Visualization - Seaborn

1. Introduction to Seaborn.mp4	MP4	9.03 MB
1. Introduction to Seaborn.vtt	VTT	4.07 KB
1.1 Link to Seaborn Documentation (updated).html	HTML	87 B
2. Distribution Plots.mp4	MP4	51.4 MB
2. Distribution Plots.vtt	VTT	25.44 KB
3. Categorical Plots.mp4	MP4	38.5 MB
3. Categorical Plots.vtt	VTT	23.24 KB
4. Matrix Plots.mp4	MP4	22.37 MB
4. Matrix Plots.vtt	VTT	13.08 KB
5. Grids.mp4	MP4	19.88 MB
5. Grids.vtt	VTT	11.4 KB
6. Regression Plots.mp4	MP4	15.47 MB
6. Regression Plots.vtt	VTT	9.3 KB
7. Style and Color.mp4	MP4	19 MB
7. Style and Color.vtt	VTT	10.96 KB
8. Seaborn Exercise Overview.mp4	MP4	6.64 MB
8. Seaborn Exercise Overview.vtt	VTT	2.62 KB
9. Seaborn Exercise Solutions.mp4	MP4	20.05 MB
9. Seaborn Exercise Solutions.vtt	VTT	9.09 KB

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Udemy - Python For Data Science And Machine Learning Bootcamp [TP]

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