[Tutorialsplanet.NET] Udemy - Python for Data Science and Machine Learning Bootcamp

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08/21/19 at 12:33am GMT+1

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Description

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

Are you ready to start your path to becoming a Data Scientist!

This comprehensive course will be your guide to learning how to use the power of Python to analyze data, create beautiful visualizations, and use powerful machine learning algorithms!

Data Scientist has been ranked the number one job on Glassdoor and the average salary of a data scientist is over $120,000 in the United States according to Indeed! Data Science is a rewarding career that allows you to solve some of the world’s most interesting problems!

This course is designed for both beginners with some programming experience or experienced developers looking to make the jump to Data Science!

This comprehensive course is comparable to other Data Science bootcamps that usually cost thousands of dollars, but now you can learn all that information at a fraction of the cost! With over 100 HD video lectures and detailed code notebooks for every lecture this is one of the most comprehensive course for data science and machine learning on Udemy!

We’ll teach you how to program with Python, how to create amazing data visualizations, and how to use Machine Learning with Python! Here a just a few of the topics we will be learning:

Programming with Python
NumPy with Python
Using pandas Data Frames to solve complex tasks
Use pandas to handle Excel Files
Web scraping with python
Connect Python to SQL
Use matplotlib and seaborn for data visualizations
Use plotly for interactive visualizations
Machine Learning with SciKit Learn, including:
Linear Regression
K Nearest Neighbors
K Means Clustering
Decision Trees
Random Forests
Natural Language Processing
Neural Nets and Deep Learning
Support Vector Machines
and much, much more!

File list

[Tutorialsplanet.NET] Udemy - Python for Data Science and Machine Learning Bootcamp
1. Course Introduction/1. Introduction to the Course.mp4 29 MB
1. Course Introduction/1. Introduction to the Course.vtt 5.3 KB
1. Course Introduction/2. Course Help and Welcome.mp4 8.3 MB
1. Course Introduction/2. Course Help and Welcome.vtt 1 KB
1. Course Introduction/3. Course FAQs.html 5.3 KB
1. Course Introduction/3.1 Py_DS_ML_Bootcamp-master.zip.zip 52.5 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp4 31.4 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.vtt 18.6 KB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp4 5.2 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.vtt 2 KB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp4 28.6 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.vtt 11.9 KB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp4 12.5 MB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.vtt 4.9 KB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.mp4 51.2 MB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.vtt 24.7 KB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp4 1.9 MB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.vtt 1.3 KB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp4 46.2 MB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.vtt 23.5 KB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp4 19.2 MB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.vtt 8 KB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp4 11.2 MB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.vtt 5.2 KB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp4 27.6 MB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.vtt 12.4 KB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp4 4 MB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.vtt 562 B
13. Data Capstone Project/2. 911 Calls Project Overview.mp4 8.6 MB
13. Data Capstone Project/2. 911 Calls Project Overview.vtt 3.3 KB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp4 39.8 MB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.vtt 18.6 KB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp4 49.8 MB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.vtt 23.6 KB
13. Data Capstone Project/5. Bank Data.html 363 B
13. Data Capstone Project/5.1 Download all_banks pickle file from this link.html 117 B
13. Data Capstone Project/6. Finance Data Project Overview.mp4 12.2 MB
13. Data Capstone Project/6. Finance Data Project Overview.vtt 4.9 KB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp4 47.3 MB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.vtt 21.7 KB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp4 45.7 MB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.vtt 22.7 KB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp4 16.6 MB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.vtt 8 KB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.mp4 7.2 MB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.vtt 909 B
14. Introduction to Machine Learning/2. Link for ISLR.html 406 B
14. Introduction to Machine Learning/2.1 Python DS Presentations.zip.zip 2.8 MB
14. Introduction to Machine Learning/2.2 ISLR 6th Edition PDF (Machine Learning Textbook).html 123 B
14. Introduction to Machine Learning/3. Introduction to Machine Learning.mp4 28.9 MB
14. Introduction to Machine Learning/3. Introduction to Machine Learning.vtt 15.4 KB
14. Introduction to Machine Learning/3.1 Link for ISLR.html 123 B
14. Introduction to Machine Learning/4. Machine Learning with Python.mp4 16.8 MB
14. Introduction to Machine Learning/4. Machine Learning with Python.vtt 12.7 KB
15. Linear Regression/1. Linear Regression Theory.mp4 8.6 MB
15. Linear Regression/1. Linear Regression Theory.vtt 6 KB
15. Linear Regression/2. model_selection Updates for SciKit Learn 0.18.html 845 B
15. Linear Regression/3. Linear Regression with Python - Part 1.mp4 43.3 MB
15. Linear Regression/3. Linear Regression with Python - Part 1.vtt 23.3 KB
15. Linear Regression/4. Linear Regression with Python - Part 2.mp4 16.1 MB
15. Linear Regression/4. Linear Regression with Python - Part 2.vtt 9.1 KB
15. Linear Regression/5. Linear Regression Project Overview.mp4 10.8 MB
15. Linear Regression/5. Linear Regression Project Overview.vtt 3.6 KB
15. Linear Regression/6. Linear Regression Project Solution.mp4 45.4 MB
15. Linear Regression/6. Linear Regression Project Solution.vtt 23.4 KB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp4 11.6 MB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.vtt 8.8 KB
17. Logistic Regression/1. Logistic Regression Theory.mp4 21 MB
17. Logistic Regression/1. Logistic Regression Theory.vtt 15.4 KB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp4 41.4 MB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.vtt 23.4 KB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp4 34.2 MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.vtt 21.3 KB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp4 16.9 MB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.vtt 10.5 KB
17. Logistic Regression/5. Logistic Regression Project Overview.mp4 5.3 MB
17. Logistic Regression/5. Logistic Regression Project Overview.vtt 2.4 KB
17. Logistic Regression/6. Logistic Regression Project Solutions.mp4 30.2 MB
17. Logistic Regression/6. Logistic Regression Project Solutions.vtt 13.2 KB
18. K Nearest Neighbors/1. KNN Theory.mp4 9.9 MB
18. K Nearest Neighbors/1. KNN Theory.vtt 7.2 KB
18. K Nearest Neighbors/2. KNN with Python.mp4 46 MB
18. K Nearest Neighbors/2. KNN with Python.vtt 23.9 KB
18. K Nearest Neighbors/3. KNN Project Overview.mp4 5 MB
18. K Nearest Neighbors/3. KNN Project Overview.vtt 2 KB
18. K Nearest Neighbors/4. KNN Project Solutions.mp4 52.7 MB
18. K Nearest Neighbors/4. KNN Project Solutions.vtt 17.2 KB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp4 12.1 MB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.vtt 8.9 KB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp4 40.1 MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.vtt 18 KB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp4 12 MB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.vtt 4.5 KB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp4 30.9 MB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.vtt 15.3 KB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp4 26.6 MB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.vtt 10.9 KB
2. Environment Set-Up/1. Python Environment Setup.mp4 76.3 MB
2. Environment Set-Up/1. Python Environment Setup.vtt 17.7 KB

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