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[FreeCourseSite.com] Udemy - 2021 Python for Machine Learning & Data Science Masterclass
magnet:?xt=urn:btih:755ad0276149db0667bffc7b97f73ad3885d6afb&dn=[FreeCourseSite.com] Udemy - 2021 Python for Machine Learning & Data Science Masterclass
磁力链接详情
Hash值:
755ad0276149db0667bffc7b97f73ad3885d6afb
点击数:
171
文件大小:
6.35 GB
文件数量:
103
创建日期:
2021-2-27 23:57
最后访问:
2024-10-31 18:45
访问标签:
FreeCourseSite
com
Udemy
-
2021
Python
for
Machine
Learning
&
Data
Science
Masterclass
文件列表详情
1. Introduction to Course/2. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.mp4 24.55 MB
1. Introduction to Course/3. Anaconda Python and Jupyter Install and Setup.mp4 98.75 MB
1. Introduction to Course/4. Environment Setup.mp4 49.32 MB
10. Linear Regression/1. Introduction to Linear Regression Section.mp4 8.87 MB
10. Linear Regression/10. Linear Regression - Residual Plots.mp4 59.52 MB
10. Linear Regression/11. Linear Regression - Model Deployment and Coefficient Interpretation.mp4 88.19 MB
10. Linear Regression/12. Polynomial Regression - Theory and Motivation.mp4 44.47 MB
10. Linear Regression/13. Polynomial Regression - Creating Polynomial Features.mp4 52.62 MB
10. Linear Regression/14. Polynomial Regression - Training and Evaluation.mp4 48.86 MB
10. Linear Regression/15. Bias Variance Trade-Off.mp4 43.04 MB
10. Linear Regression/16. Polynomial Regression - Choosing Degree of Polynomial.mp4 72.93 MB
10. Linear Regression/17. Polynomial Regression - Model Deployment.mp4 28.94 MB
10. Linear Regression/18. Regularization Overview.mp4 33.34 MB
10. Linear Regression/19. Feature Scaling.mp4 53.97 MB
10. Linear Regression/2. Linear Regression - Algorithm History.mp4 54.71 MB
10. Linear Regression/20. Introduction to Cross Validation.mp4 62.59 MB
10. Linear Regression/21. Regularization Data Setup.mp4 34.45 MB
10. Linear Regression/22. L2 Regularization - Ridge Regression Theory.mp4 61.09 MB
10. Linear Regression/23. L2 Regularization - Ridge Regression - Python Implementation.mp4 96.42 MB
10. Linear Regression/24. L1 Regularization - Lasso Regression - Background and Implementation.mp4 100 MB
10. Linear Regression/25. L1 and L2 Regularization - Elastic Net.mp4 93.41 MB
10. Linear Regression/26. Linear Regression Project - Data Overview.mp4 39.07 MB
10. Linear Regression/3. Linear Regression - Understanding Ordinary Least Squares.mp4 86.26 MB
10. Linear Regression/4. Linear Regression - Cost Functions.mp4 36.02 MB
10. Linear Regression/5. Linear Regression - Gradient Descent.mp4 65.04 MB
10. Linear Regression/6. Python coding Simple Linear Regression.mp4 91.92 MB
10. Linear Regression/7. Overview of Scikit-Learn and Python.mp4 45.61 MB
10. Linear Regression/8. Linear Regression - Scikit-Learn Train Test Split.mp4 82.93 MB
10. Linear Regression/9. Linear Regression - Scikit-Learn Performance Evaluation - Regression.mp4 73.64 MB
2. OPTIONAL Python Crash Course/2. Python Crash Course - Part One.mp4 29.52 MB
2. OPTIONAL Python Crash Course/3. Python Crash Course - Part Two.mp4 22.25 MB
2. OPTIONAL Python Crash Course/4. Python Crash Course - Part Three.mp4 23.17 MB
2. OPTIONAL Python Crash Course/5. Python Crash Course - Exercise Questions.mp4 5 MB
2. OPTIONAL Python Crash Course/6. Python Crash Course - Exercise Solutions.mp4 25.1 MB
3. Machine Learning Pathway Overview/1. Machine Learning Pathway.mp4 40.55 MB
4. NumPy/1. Introduction to NumPy.mp4 11.28 MB
4. NumPy/2. NumPy Arrays.mp4 109.63 MB
4. NumPy/4. NumPy Indexing and Selection.mp4 46.35 MB
4. NumPy/5. NumPy Operations.mp4 48.59 MB
4. NumPy/6. NumPy Exercises.mp4 11.52 MB
4. NumPy/7. Numpy Exercises - Solutions.mp4 48.56 MB
5. Pandas/1. Introduction to Pandas.mp4 21.01 MB
5. Pandas/10. Pandas - Useful Methods - Apply on Multiple Columns.mp4 98.55 MB
5. Pandas/11. Pandas - Useful Methods - Statistical Information and Sorting.mp4 85.65 MB
5. Pandas/12. Missing Data - Overview.mp4 53.18 MB
5. Pandas/13. Missing Data - Pandas Operations.mp4 97.86 MB
5. Pandas/14. GroupBy Operations - Part One.mp4 93.11 MB
5. Pandas/15. GroupBy Operations - Part Two - MultiIndex.mp4 105.86 MB
5. Pandas/16. Combining DataFrames - Concatenation.mp4 50.51 MB
5. Pandas/17. Combining DataFrames - Inner Merge.mp4 53.61 MB
5. Pandas/18. Combining DataFrames - Left and Right Merge.mp4 27.9 MB
5. Pandas/19. Combining DataFrames - Outer Merge.mp4 39.89 MB
5. Pandas/2. Series - Part One.mp4 38.48 MB
5. Pandas/20. Pandas - Text Methods for String Data.mp4 75.69 MB
5. Pandas/21. Pandas - Time Methods for Date and Time Data.mp4 101.92 MB
5. Pandas/22. Pandas Input and Output - CSV Files.mp4 49.87 MB
5. Pandas/23. Pandas Input and Output - HTML Tables.mp4 106.65 MB
5. Pandas/24. Pandas Input and Output - Excel Files.mp4 34.58 MB
5. Pandas/25. Pandas Input and Output - SQL Databases.mp4 103.19 MB
5. Pandas/26. Pandas Pivot Tables.mp4 128.74 MB
5. Pandas/27. Pandas Project Exercise Overview.mp4 41.07 MB
5. Pandas/28. Pandas Project Exercise Solutions.mp4 181.59 MB
5. Pandas/3. Series - Part Two.mp4 45.3 MB
5. Pandas/4. DataFrames - Part One - Creating a DataFrame.mp4 114.08 MB
5. Pandas/5. DataFrames - Part Two - Basic Properties.mp4 53.91 MB
5. Pandas/6. DataFrames - Part Three - Working with Columns.mp4 89.3 MB
5. Pandas/7. DataFrames - Part Four - Working with Rows.mp4 96.71 MB
5. Pandas/8. Pandas - Conditional Filtering.mp4 90.04 MB
5. Pandas/9. Pandas - Useful Methods - Apply on Single Column.mp4 73.05 MB
6. Matplotlib/1. Introduction to Matplotlib.mp4 21.57 MB
6. Matplotlib/10. Matplotlib Exercise Questions Overview.mp4 50.77 MB
6. Matplotlib/11. Matplotlib Exercise Questions - Solutions.mp4 123.11 MB
6. Matplotlib/2. Matplotlib Basics.mp4 53.61 MB
6. Matplotlib/3. Matplotlib - Understanding the Figure Object.mp4 25.81 MB
6. Matplotlib/4. Matplotlib - Implementing Figures and Axes.mp4 59.09 MB
6. Matplotlib/5. Matplotlib - Figure Parameters.mp4 23.75 MB
6. Matplotlib/6. Matplotlib - Subplots Functionality.mp4 96.18 MB
6. Matplotlib/7. Matplotlib Styling - Legends.mp4 34.09 MB
6. Matplotlib/8. Matplotlib Styling - Colors and Styles.mp4 81.19 MB
6. Matplotlib/9. Advanced Matplotlib Commands (Optional).mp4 40.44 MB
7. Seaborn Data Visualizations/1. Introduction to Seaborn.mp4 20.01 MB
7. Seaborn Data Visualizations/10. Seaborn - Comparison Plots - Coding with Seaborn.mp4 70.16 MB
7. Seaborn Data Visualizations/11. Seaborn Grid Plots.mp4 91.62 MB
7. Seaborn Data Visualizations/12. Seaborn - Matrix Plots.mp4 71.25 MB
7. Seaborn Data Visualizations/13. Seaborn Plot Exercises Overview.mp4 49.91 MB
7. Seaborn Data Visualizations/14. Seaborn Plot Exercises Solutions.mp4 110.6 MB
7. Seaborn Data Visualizations/2. Scatterplots with Seaborn.mp4 128.61 MB
7. Seaborn Data Visualizations/3. Distribution Plots - Part One - Understanding Plot Types.mp4 32.05 MB
7. Seaborn Data Visualizations/4. Distribution Plots - Part Two - Coding with Seaborn.mp4 77.74 MB
7. Seaborn Data Visualizations/5. Categorical Plots - Statistics within Categories - Understanding Plot Types.mp4 21.86 MB
7. Seaborn Data Visualizations/6. Categorical Plots - Statistics within Categories - Coding with Seaborn.mp4 55 MB
7. Seaborn Data Visualizations/7. Categorical Plots - Distributions within Categories - Understanding Plot Types.mp4 61.09 MB
7. Seaborn Data Visualizations/8. Categorical Plots - Distributions within Categories - Coding with Seaborn.mp4 111.24 MB
7. Seaborn Data Visualizations/9. Seaborn - Comparison Plots - Understanding the Plot Types.mp4 23.35 MB
8. Data Analysis and Visualization Capstone Project Exercise/1. Capstone Project Overview.mp4 93.2 MB
8. Data Analysis and Visualization Capstone Project Exercise/2. Capstone Project Solutions - Part One.mp4 116.95 MB
8. Data Analysis and Visualization Capstone Project Exercise/3. Capstone Project Solutions - Part Two.mp4 111.05 MB
8. Data Analysis and Visualization Capstone Project Exercise/4. Capstone Project Solutions - Part Three.mp4 143.96 MB
9. Machine Learning Concepts Overview/1. Introduction to Machine Learning Overview Section.mp4 29.73 MB
9. Machine Learning Concepts Overview/2. Why Machine Learning.mp4 44.77 MB
9. Machine Learning Concepts Overview/3. Types of Machine Learning Algorithms.mp4 38.68 MB
9. Machine Learning Concepts Overview/4. Supervised Machine Learning Process.mp4 71.41 MB
9. Machine Learning Concepts Overview/5. Companion Book - Introduction to Statistical Learning.mp4 19.29 MB
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