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

  • Category Other
  • Type Tutorials
  • Language English
  • Total size 3.8 GB
  • Uploaded By tutplanet
  • Downloads 290
  • Last checked 4 months ago
  • Date uploaded 4 months ago
  • Seeders 1
  • Leechers 4

Infohash : 9C047B7E7A7FAB1B3DA9BEB5EA793F689253931B

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

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

For more Udemy Courses: https://tutorialsplanet.net

Files:

[Tutorialsplanet.NET] Udemy - Python for Data Science and Machine Learning Bootcamp 1. Course Introduction
  • 1. Introduction to the Course.mp4 (29.0 MB)
  • 1. Introduction to the Course.vtt (5.3 KB)
  • 2. Course Help and Welcome.mp4 (8.3 MB)
  • 2. Course Help and Welcome.vtt (1.0 KB)
  • 3. Course FAQs.html (5.3 KB)
  • 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)
  • 1. Pandas Built-in Data Visualization.vtt (18.6 KB)
  • 2. Pandas Data Visualization Exercise.mp4 (5.2 MB)
  • 2. Pandas Data Visualization Exercise.vtt (2.0 KB)
  • 3. Pandas Data Visualization Exercise- Solutions.mp4 (28.6 MB)
  • 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)
  • 1. Introduction to Plotly and Cufflinks.vtt (4.9 KB)
  • 2. Plotly and Cufflinks.mp4 (51.2 MB)
  • 2. Plotly and Cufflinks.vtt (24.7 KB)
12. Python for Data Visualization - Geographical Plotting
  • 1. Introduction to Geographical Plotting.mp4 (1.9 MB)
  • 1. Introduction to Geographical Plotting.vtt (1.3 KB)
  • 2. Choropleth Maps - Part 1 - USA.mp4 (46.2 MB)
  • 2. Choropleth Maps - Part 1 - USA.vtt (23.5 KB)
  • 3. Choropleth Maps - Part 2 - World.mp4 (19.2 MB)
  • 3. Choropleth Maps - Part 2 - World.vtt (8.0 KB)
  • 4. Choropleth Exercises.mp4 (11.2 MB)
  • 4. Choropleth Exercises.vtt (5.2 KB)
  • 5. Choropleth Exercises - Solutions.mp4 (27.6 MB)
  • 5. Choropleth Exercises - Solutions.vtt (12.4 KB)
13. Data Capstone Project
  • 1. Welcome to the Data Capstone Projects!.mp4 (4.0 MB)
  • 1. Welcome to the Data Capstone Projects!.vtt (0.5 KB)
  • 2. 911 Calls Project Overview.mp4 (8.6 MB)
  • 2. 911 Calls Project Overview.vtt (3.3 KB)
  • 3. 911 Calls Solutions - Part 1.mp4 (39.8 MB)
  • 3. 911 Calls Solutions - Part 1.vtt (18.6 KB)
  • 4. 911 Calls Solutions - Part 2.mp4 (49.8 MB)
  • 4. 911 Calls Solutions - Part 2.vtt (23.6 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 (12.2 MB)
  • 6. Finance Data Project Overview.vtt (4.9 KB)
  • 7. Finance Project - Solutions Part 1.mp4 (47.3 MB)
  • 7. Finance Project - Solutions Part 1.vtt (21.7 KB)
  • 8. Finance Project - Solutions Part 2.mp4 (45.7 MB)
  • 8. Finance Project - Solutions Part 2.vtt (22.7 KB)
  • 9. Finance Project - Solutions Part 3.mp4 (16.6 MB)
  • 9. Finance Project - Solutions Part 3.vtt (8.0 KB)
14. Introduction to Machine Learning
  • 1. Welcome to the Machine Learning Section!.mp4 (7.2 MB)
  • 1. Welcome to the Machine Learning Section!.vtt (0.9 KB)
  • 2. Link for ISLR.html (0.4 KB)
  • 2.1 Python DS Presentations.zip.zip (2.8 MB)
  • 2.2 ISLR 6th Edition PDF (Machine Learning Textbook).html (0.1 KB)
  • 3. Introduction to Machine Learning.mp4 (28.9 MB)
  • 3. Introduction to Machine Learning.vtt (15.4 KB)
  • 3.1 Link for ISLR.html (0.1 KB)
  • 4. Machine Learning with Python.mp4 (16.8 MB)
  • 4. Machine Learning with Python.vtt (12.7 KB)
15. Linear Regression
  • 1. Linear Regression Theory.mp4 (8.6 MB)
  • 1. Linear Regression Theory.vtt (6.0 KB)
  • 2. model_selection Updates for SciKit Learn 0.18.html (0.8 KB)
  • 3. Linear Regression with Python - Part 1.mp4 (43.3 MB)
  • 3. Linear Regression with Python - Part 1.vtt (23.3 KB)
  • 4. Linear Regression with Python - Part 2.mp4 (16.1 MB)
  • 4. Linear Regression with Python - Part 2.vtt (9.1 KB)
  • 5. Linear Regression Project Overview.mp4 (10.8 MB)
  • 5. Linear Regression Project Overview.vtt (3.6 KB)
  • 6. Linear Regression Project Solution.mp4 (45.4 MB)
  • 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)
  • 1. Bias Variance Trade-Off.vtt (8.8 KB)
17. Logistic Regression
  • 1. Logistic Regression Theory.mp4 (21.0 MB)
  • 1. Logistic Regression Theory.vtt (15.4 KB)
  • 2. Logistic Regression with Python - Part 1.mp4 (41.4 MB)
  • 2. Logistic Regression with Python - Part 1.vtt (23.4 KB)
  • 3. Logistic Regression with Python - Part 2.mp4 (34.2 MB)
  • 3. Logistic Regression with Python - Part 2.vtt (21.3 KB)
  • 4. Logistic Regression with Python - Part 3.mp4 (16.9 MB)
  • 4. Logistic Regression with Python - Part 3.vtt (10.5 KB)
  • 5. Logistic Regression Project Overview.mp4 (5.3 MB)
  • 5. Logistic Regression Project Overview.vtt (2.4 KB)
  • 6. Logistic Regression Project Solutions.mp4 (30.2 MB)
  • 6. Logistic Regression Project Solutions.vtt (13.2 KB)
18. K Nearest Neighbors
  • 1. KNN Theory.mp4 (9.9 MB)
  • 1. KNN Theory.vtt (7.2 KB)
  • 2. KNN with Python.mp4 (46.0 MB)
  • 2. KNN with Python.vtt (23.9 KB)
  • 3. KNN Project Overview.mp4 (5.0 MB)
  • 3. KNN Project Overview.vtt (2.0 KB)
  • 4. KNN Project Solutions.mp4 (52.7 MB)
  • 4. KNN Project Solutions.vtt (17.2 KB)
19. Decision Trees and Random Forests
  • 1. Introduction to Tree Methods.mp4 (12.1 MB)
  • 1. Introduction to Tree Methods.vtt (8.9 KB)
  • 2. Decision Trees and Random Forest with Python.mp4 (40.1 MB)
  • 2. Decision Trees and Random Forest with Python.vtt (18.0 KB)
  • 3. Decision Trees and Random Forest Project Overview.mp4 (12.0 MB)
  • 3. Decision Trees and Random Forest Project Overview.vtt (4.5 KB)
  • 4. Decision Trees and Random Forest Solutions Part 1.mp4 (30.9 MB)
  • 4. Decision Trees and Random Forest Solutions Part 1.vtt (15.3 KB)
  • 5. Decision Trees and Random Forest Solutions Part 2.mp4 (26.6 MB)
  • 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)
  • 1. Python Environment Setup.vtt (17.7 KB)
  • 1.1 Py-DS-ML-Bootcamp-master.zip.zip (52.5 MB)
20. Support Vector Machines
  • 1. SVM Theory.mp4 (8.7 MB)
  • 1. SVM Theory.vtt (5.9 KB)
  • 2. Support Vector Machines with Python.mp4 (47.4 MB)
  • 2. Support Vector Machines with Python.vtt (22.2 KB)
  • 3. SVM Project Overview.mp4 (8.6 MB)
  • 3. SVM Project Overview.vtt (3.4 KB)
  • 4. SVM Project Solutions.mp4 (28.1 MB)
  • 4. SVM Project Solutions.vtt (11.8 KB)
21. K Means Clustering
  • 1. K Means Algorithm Theory.mp4 (9.6 MB)
  • 1. K Means Algorithm Theory.vtt (6.8 KB)
  • 2. K Means with Python.mp4 (29.9 MB)
  • 2. K Means with Python.vtt (15.5 KB)
  • 3. K Means Project Overview.mp4 (9.2 MB)
  • 3. K Means Project Overview.vtt (4.3 KB)
  • 4. K Means Project Solutions.mp4 (47.1 MB)
  • 4. K Means Project Solutions.vtt (20.3 KB)
22. Principal Component Analysis
  • 1. Principal Component Analysis.mp4 (6.2 MB)
  • 1. Principal Component Analysis.vtt (4.4 KB)
  • 2. PCA with Python.mp4 (43.2 MB)
  • 2. PCA with Python.vtt (21.1 KB)
23. Recommender Systems
  • 1. Recommender Systems.mp4 (7.9 MB)
  • 1. Recommender Systems.vtt (6.1 KB)
  • 2. Recommender Systems with Python - Part 1.mp4 (35.5 MB)
  • 2. Recommender Systems with Python - Part 1.vtt (17.4 KB)
  • 3. Recommender Systems with Python - Part 2.mp4 (34.4 MB)
  • 3. Recommender Systems with Python - Part 2.vtt (15.3 KB)
24. Natural Language Processing
  • 1. Natural Language Processing Theory.mp4 (8.9 MB)
  • 1. Natural Language Processing Theory.vtt (6.3 KB)
  • 2. NLP with Python - Part 1.mp4 (40.2 MB)
  • 2. NLP with Python - Part 1.vtt (19.8 KB)
  • 3. NLP with Python - Part 2.mp4 (41.9 MB)
  • 3. NLP with Python - Part 2.vtt (22.6 KB)
  • 4. NLP with Python - Part 3.mp4 (37.7 MB)
  • 4. NLP with Python - Part 3.vtt (21.5 KB)
  • 5. NLP Project Overview.mp4 (6.7 MB)
  • 5. NLP Project Overview.vtt (3.2 KB)
  • 6. NLP Project Solutions.mp4 (48.1 MB)
  • 6. NLP Project Solutions.vtt (24.0 KB)
25. Big Data and Spark with Python
  • 1. Welcome to the Big Data Section!.mp4 (5.2 MB)
  • 1. Welcome to the Big Data Section!.vtt (0.7 KB)
  • 10. Lambda Expressions Review.mp4 (9.3 MB)
  • 10. Lambda Expressions Review.vtt (7.0 KB)
  • 11. Introduction to Spark and Python.mp4 (15.7 MB)
  • 11. Introduction to Spark and Python.vtt (11.0 KB)
  • 12. RDD Transformations and Actions.mp4 (55.7 MB)
  • 12. RDD Transformations and Actions.vtt (28.9 KB)
  • 2. Big Data Overview.mp4 (10.0 MB)
  • 2. Big Data Overview.vtt (7.1 KB)
  • 3. Spark Overview.mp4 (15.7 MB)
  • 3. Spark Overview.vtt (12.3 KB)
  • 4. Local Spark Set-Up.html (1.6 KB)
  • 5. AWS Account Set-Up.mp4 (10.9 MB)
  • 5. AWS Account Set-Up.vtt (6.1 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 (63.0 MB)
  • 7. EC2 Instance Set-Up.vtt (22.9 KB)
  • 7.1 Amazon Guide to Using PuTTY for Windows SSH.html (0.1 KB)
  • 8. SSH with Mac or Linux.mp4 (9.2 MB)
  • 8. SSH with Mac or Linux.vtt (7.1 KB)
  • 8.1 Amazon Guide to SSH with Mac.html (0.1 KB)
  • 9. PySpark Setup.mp4 (60.4 MB)
  • 9. PySpark Setup.vtt (32.2 KB)
  • 9.1 Step by Step Guide for PySpark Set-up.html (0.2 KB)
26. Neural Nets and Deep Learning
  • 1. Welcome to the Deep Learning Section!.mp4 (4.9 MB)
  • 1. Welcome to the Deep Learning Section!.vtt (0.6 KB)
  • 10. Deep Learning Project - Solutions.mp4 (94.6 MB)
  • 10. Deep Learning Project - Solutions.vtt (13.2 KB)
  • 2. Neural Network Theory.mp4 (12.5 MB)
  • 2. Neural Network Theory.vtt (9.0 KB)
  • 3. What is TensorFlow.mp4 (25.1 MB)
  • 3. What is TensorFlow.vtt (7.9 KB)
  • 4. Installing Tensorflow 1.10.mp4 (7.3 MB)
  • 4. Installing Tensorflow 1.10.vtt (2.6 KB)
  • 5. TensorFlow Basics.mp4 (31.0 MB)
  • 5. TensorFlow Basics.vtt (19.1 KB)
  • 6. MNIST - Part One.mp4 (58.4 MB)
  • 6. MNIST - Part One.vtt (12.8 KB)
  • 7. MNIST - Part Two.mp4 (94.1 MB)
  • 7. MNIST - Part Two.vtt (19.5 KB)
  • 8. Tensorflow Estimators.mp4 (156.6 MB)
  • 8. Tensorflow Estimators.vtt (26.7 KB)
  • 9. Deep Learning Project.mp4 (28.2 MB)
  • 9. Deep Learning Project.vtt (4.4 KB)
27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)
  • 1. TensorFlow Installation.mp4 (69.3 MB)
  • 1. TensorFlow Installation.vtt (34.3 KB)
  • 2. MNIST with Multi-Layer Perceptron - Part 1.mp4 (21.7 MB)
  • 2. MNIST with Multi-Layer Perceptron - Part 1.vtt (15.7 KB)
  • 3. MNIST with Multi-Layer Perceptron - Part 2.mp4 (36.5 MB)
  • 3. MNIST with Multi-Layer Perceptron - Part 2.vtt (20.4 KB)
  • 4. MNIST with Multi-Layer Perceptron - Part 3.mp4 (44.4 MB)
  • 4. MNIST with Multi-Layer Perceptron - Part 3.vtt (23.3 KB)
  • 5. TensorFlow with ContribLearn.mp4 (19.6 MB)
  • 5. TensorFlow with ContribLearn.vtt (11.6 KB)
  • 6. Tensorflow Project Exercise Overview.mp4 (7.3 MB)
  • 6. Tensorflow Project Exercise Overview.vtt (3.5 KB)
  • 7. Tensorflow Project Exercise - Solutions.mp4 (37.5 MB)
  • 7. Tensorflow Project Exercise - Solutions.vtt (18.2 KB)
28. BONUS DISCOUNT COUPONS FOR OTHER COURSES
  • 1. Bonus Lecture Coupons.html (5.8 KB)
3. Jupyter Overview
  • 1. Updates to Notebook Zip.html (0.2 KB)
  • 2. Jupyter Notebooks.mp4 (32.0 MB)
  • 2. Jupyter Notebooks.vtt (20.3 KB)
  • 2.1 Py-DS-ML-Bootcamp-master.zip.zip (52.5 MB)
  • 3. Optional Virtual Environments.mp4 (18.9 MB)
  • 3. Optional Virtual Environments.vtt (13.8 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 (4.0 MB)
  • 1. Welcome to the Python Crash Course Section!.vtt (0.5 KB)
  • 2. Introduction to Python Crash Course.mp4 (2.7 MB)
  • 2. Introduction to Python Crash Course.vtt (2.1 KB)
  • 3. Python Crash Course - Part 1.mp4 (35.8 MB)
  • 3. Python Crash Course - Part 1.vtt (24.3 KB)
  • 4. Python Crash Course - Part 2.mp4 (28.9 MB)
  • 4. Python Crash Course - Part 2.vtt (19.9 KB)
  • 5. Python Crash Course - Part 3.mp4 (31.8 MB)
  • 5. Python Crash Course - Part 3.vtt (20.7 KB)
  • 6. Python Crash Course - Part 4.mp4 (29.3 MB)
  • 6. Python Crash Course - Part 4.vtt (19.0 KB)
  • 7. Python Crash Course Exercises - Overview.mp4 (9.4 MB)
  • 7. Python Crash Course Exercises - Overview.vtt (5.3 KB)
  • 8. Python Crash Course Exercises - Solutions.mp4 (27.2 MB)
  • 8. Python Crash Course Exercises - Solutions.vtt (14.6 KB)
5. Python for Data Analysis - NumPy
  • 1. Welcome to the NumPy Section!.mp4 (2.5 MB)
  • 1. Welcome to the NumPy Section!.vtt (0.3 KB)
  • 2. Introduction to Numpy.mp4 (4.2 MB)
  • 2. Introduction to Numpy.vtt (3.0 KB)
  • 3. Numpy Arrays.mp4 (33.5 MB)
  • 3. Numpy Arrays.vtt (20.5 KB)
  • 4. Quick Note on Array Indexing.html (1.0 KB)
  • 5. Numpy Array Indexing.mp4 (37.3 MB)
  • 5. Numpy Array Indexing.vtt (22.3 KB)
  • 6. Numpy Operations.mp4 (25.5 MB)
  • 6. Numpy Operations.vtt (9.7 KB)
  • 7. Numpy Exercises Overview.mp4 (9.8 MB)
  • 7. Numpy Exercises Overview.vtt (4.3 KB)
  • 8. Numpy Exercises Solutions.mp4 (38.3 MB)
  • 8. Numpy Exercises Solutions.vtt (21.1 KB)
6. Python for Data Analysis - Pandas
  • 1. Welcome to the Pandas Section!.mp4 (3.3 MB)
  • 1. Welcome to the Pandas Section!.vtt (0.4 KB)
  • 10. Operations.mp4 (24.1 MB)
  • 10. Operations.vtt (15.8 KB)
  • 11. Data Input and Output.mp4 (36.6 MB)
  • 11. Data Input and Output.vtt (18.7 KB)
  • 2. Introduction to Pandas.mp4 (3.2 MB)
  • 2. Introduction to Pandas.vtt (2.3 KB)
  • 3. Series.mp4 (20.3 MB)
  • 3. Series.vtt (13.9 KB)
  • 4. DataFrames - Part 1.mp4 (39.8 MB)
  • 4. DataFrames - Part 1.vtt (19.1 KB)
  • 5. DataFrames - Part 2.mp4 (42.0 MB)
  • 5. DataFrames - Part 2.vtt (22.3 KB)
  • 6. DataFrames - Part 3.mp4 (20.9 MB)
  • 6. DataFrames - Part 3.vtt (11.2 KB)
  • 7. Missing Data.mp4 (12.1 MB)
  • 7. Missing Data.vtt (7.8 KB)
  • 8. Groupby.mp4 (14.8 MB)
  • 8. Groupby.vtt (9.0 KB)
  • 9. Merging Joining and Concatenating.mp4 (26.2 MB)
  • 9. Merging Joining and Concatenating.vtt (12.3 KB)
7. Python for Data Analysis - Pandas Exercises
  • 1. Note on SF Salary Exercise.html (0.5 KB)
  • 2. SF Salaries Exercise Overview.mp4 (6.8 MB)
  • 2. SF Salaries Exercise Overview.vtt (3.0 KB)
  • 3. SF Salaries Solutions.mp4 (42.7 MB)
  • 3. SF Salaries Solutions.vtt (18.4 KB)
  • 4. Ecommerce Purchases Exercise Overview.mp4 (7.4 MB)
  • 4. Ecommerce Purchases Exercise Overview.vtt (3.4 KB)
  • 5. Ecommerce Purchases Exercise Solutions.mp4 (43.1 MB)
  • 5. Ecommerce Purchases Exercise Solutions.vtt (19.0 KB)
8. Python for Data Visualization - Matplotlib
  • 1. Welcome to the Data Visualization Section!.mp4 (5.2 MB)
  • 1. Welcome to the Data Visualization Section!.vtt (0.7 KB)
  • 2. Introduction to Matplotlib.mp4 (12.6 MB)
  • 2. Introduction to Matplotlib.vtt (4.7 KB)
  • 3. Matplotlib Part 1.mp4 (36.2 MB)
  • 3. Matplotlib Part 1.vtt (22.3 KB)
  • 4. Matplotlib Part 2.mp4 (31.6 MB)
  • 4. Matplotlib Part 2.vtt (19.2 KB)
  • 5. Matplotlib Part 3.mp4 (27.3 MB)
  • 5. Matplotlib Part 3.vtt (15.8 KB)
  • 6. Matplotlib Exercises Overview.mp4 (5.9 MB)
  • 6. Matplotlib Exercises Overview.vtt (2.4 KB)
  • 7. Matplotlib Exercises - Solutions.mp4 (27.7 MB)
  • 7. Matplotlib Exercises - Solutions.vtt (11.4 KB)
9. Python for Data Visualization - Seaborn
  • 1. Introduction to Seaborn.mp4 (9.0 MB)
  • 1. Introduction to Seaborn.vtt (4.1 KB)
  • 1.1 Link to Seaborn Documentation (updated).html (0.1 KB)
  • 2. Distribution Plots.mp4 (51.4 MB)
  • 2. Distribution Plots.vtt (25.4 KB)
  • 3. Categorical Plots.mp4 (38.5 MB)
  • 3. Categorical Plots.vtt (23.2 KB)
  • 4. Matrix Plots.mp4 (22.4 MB)
  • 4. Matrix Plots.vtt (13.1 KB)
  • 5. Grids.mp4 (19.9 MB)
  • 5. Grids.vtt (11.4 KB)
  • 6. Regression Plots.mp4 (15.5 MB)
  • 6. Regression Plots.vtt (9.3 KB)
  • 7. Style and Color.mp4 (19.0 MB)
  • 7. Style and Color.vtt (11.0 KB)
  • 8. Seaborn Exercise Overview.mp4 (6.6 MB)
  • 8. Seaborn Exercise Overview.vtt (2.6 KB)
  • 9. Seaborn Exercise Solutions.mp4 (20.1 MB)
  • 9. Seaborn Exercise Solutions.vtt (9.1 KB)
  • [Tutorialsplanet.NET].url (0.1 KB)

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