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[FreeAllCourse.Com] Udemy - Python for Data Science and Machine Learning Bootcamp
magnet:?xt=urn:btih:c4b4ce31ca76781ca65cd6fd6dcde4651b867261&dn=[FreeAllCourse.Com] Udemy - Python for Data Science and Machine Learning Bootcamp
磁力链接详情
Hash值:
c4b4ce31ca76781ca65cd6fd6dcde4651b867261
点击数:
122
文件大小:
4.81 GB
文件数量:
152
创建日期:
2020-9-23 06:35
最后访问:
2024-6-24 16:41
访问标签:
FreeAllCourse
Com
Udemy
-
Python
for
Data
Science
and
Machine
Learning
Bootcamp
文件列表详情
1. Course Introduction/1. Introduction to the Course.mp4 29.04 MB
1. Course Introduction/2. Course Help and Welcome.mp4 8.25 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp4 31.35 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp4 5.17 MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp4 28.6 MB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp4 12.51 MB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.mp4 51.15 MB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp4 1.94 MB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp4 46.15 MB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp4 19.2 MB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp4 11.15 MB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp4 27.63 MB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp4 3.98 MB
13. Data Capstone Project/2. 911 Calls Project Overview.mp4 8.58 MB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp4 39.79 MB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp4 49.79 MB
13. Data Capstone Project/6. Finance Data Project Overview.mp4 12.21 MB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp4 47.26 MB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp4 45.71 MB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp4 16.56 MB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.mp4 7.2 MB
14. Introduction to Machine Learning/3. Supervised Learning Overview.mp4 40.04 MB
14. Introduction to Machine Learning/4. Evaluating Performance - Classification Error Metrics.mp4 82.71 MB
14. Introduction to Machine Learning/5. Evaluating Performance - Regression Error Metrics.mp4 23.69 MB
14. Introduction to Machine Learning/6. Machine Learning with Python.mp4 16.79 MB
15. Linear Regression/1. Linear Regression Theory.mp4 8.56 MB
15. Linear Regression/3. Linear Regression with Python - Part 1.mp4 43.31 MB
15. Linear Regression/4. Linear Regression with Python - Part 2.mp4 16.05 MB
15. Linear Regression/5. Linear Regression Project Overview.mp4 10.79 MB
15. Linear Regression/6. Linear Regression Project Solution.mp4 45.39 MB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp4 11.6 MB
17. Logistic Regression/1. Logistic Regression Theory.mp4 21.01 MB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp4 41.41 MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp4 34.21 MB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp4 16.95 MB
17. Logistic Regression/5. Logistic Regression Project Overview.mp4 5.31 MB
17. Logistic Regression/6. Logistic Regression Project Solutions.mp4 30.2 MB
18. K Nearest Neighbors/1. KNN Theory.mp4 9.91 MB
18. K Nearest Neighbors/2. KNN with Python.mp4 45.96 MB
18. K Nearest Neighbors/3. KNN Project Overview.mp4 4.98 MB
18. K Nearest Neighbors/4. KNN Project Solutions.mp4 52.66 MB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp4 12.06 MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp4 40.09 MB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp4 11.96 MB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp4 30.86 MB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp4 26.56 MB
2. Environment Set-Up/1. Python Environment Setup.mp4 76.35 MB
20. Support Vector Machines/1. SVM Theory.mp4 8.72 MB
20. Support Vector Machines/2. Support Vector Machines with Python.mp4 47.45 MB
20. Support Vector Machines/3. SVM Project Overview.mp4 8.59 MB
20. Support Vector Machines/4. SVM Project Solutions.mp4 28.13 MB
21. K Means Clustering/1. K Means Algorithm Theory.mp4 9.61 MB
21. K Means Clustering/2. K Means with Python.mp4 29.96 MB
21. K Means Clustering/3. K Means Project Overview.mp4 9.2 MB
21. K Means Clustering/4. K Means Project Solutions.mp4 47.12 MB
22. Principal Component Analysis/1. Principal Component Analysis.mp4 6.21 MB
22. Principal Component Analysis/2. PCA with Python.mp4 43.24 MB
23. Recommender Systems/1. Recommender Systems.mp4 7.88 MB
23. Recommender Systems/2. Recommender Systems with Python - Part 1.mp4 35.52 MB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.mp4 34.45 MB
24. Natural Language Processing/1. Natural Language Processing Theory.mp4 8.87 MB
24. Natural Language Processing/2. NLP with Python - Part 1.mp4 40.16 MB
24. Natural Language Processing/3. NLP with Python - Part 2.mp4 41.91 MB
24. Natural Language Processing/4. NLP with Python - Part 3.mp4 37.67 MB
24. Natural Language Processing/5. NLP Project Overview.mp4 6.67 MB
24. Natural Language Processing/6. NLP Project Solutions.mp4 48.05 MB
25. Neural Nets and Deep Learning/10. Backpropagation.mp4 57.95 MB
25. Neural Nets and Deep Learning/11. TensorFlow vs Keras.mp4 10.45 MB
25. Neural Nets and Deep Learning/12. TF Syntax Basics - Part One - Preparing the Data.mp4 50.34 MB
25. Neural Nets and Deep Learning/13. TF Syntax Basics - Part Two - Creating and Training the Model.mp4 84.31 MB
25. Neural Nets and Deep Learning/14. TF Syntax Basics - Part Three - Model Evaluation.mp4 64.78 MB
25. Neural Nets and Deep Learning/15. TF Regression Code Along - Exploratory Data Analysis.mp4 136.96 MB
25. Neural Nets and Deep Learning/16. TF Regression Code Along - Exploratory Data Analysis - Continued.mp4 76.2 MB
25. Neural Nets and Deep Learning/17. TF Regression Code Along - Data Preprocessing and Creating a Model.mp4 46.99 MB
25. Neural Nets and Deep Learning/18. TF Regression Code Along - Model Evaluation and Predictions.mp4 68.93 MB
25. Neural Nets and Deep Learning/19. TF Classification Code Along - EDA and Preprocessing.mp4 56.21 MB
25. Neural Nets and Deep Learning/2. Welcome to the Deep Learning Section!.mp4 4.9 MB
25. Neural Nets and Deep Learning/20. TF Classification - Dealing with Overfitting and Evaluation.mp4 111.33 MB
25. Neural Nets and Deep Learning/21. TensorFlow 2.0 Project Options Overview.mp4 7.85 MB
25. Neural Nets and Deep Learning/22. TensorFlow 2.0 Project Notebook Overview.mp4 80.53 MB
25. Neural Nets and Deep Learning/23. Keras Project Solutions - Dealing with Missing Data.mp4 143.62 MB
25. Neural Nets and Deep Learning/24. Keras Project Solutions - Dealing with Missing Data - Part Two.mp4 96.81 MB
25. Neural Nets and Deep Learning/25. Keras Project Solutions - Categorical Data.mp4 85.37 MB
25. Neural Nets and Deep Learning/26. Keras Project Solutions - Data PreProcessing.mp4 124.94 MB
25. Neural Nets and Deep Learning/27. Keras Project Solutions - Data PreProcessing.mp4 23.97 MB
25. Neural Nets and Deep Learning/28. Keras Project Solutions - Creating and Training a Model.mp4 29.74 MB
25. Neural Nets and Deep Learning/29. Keras Project Solutions - Model Evaluation.mp4 63.12 MB
25. Neural Nets and Deep Learning/3. Introduction to Artificial Neural Networks (ANN).mp4 9.66 MB
25. Neural Nets and Deep Learning/30. Tensorboard.mp4 144.17 MB
25. Neural Nets and Deep Learning/5. Perceptron Model.mp4 48 MB
25. Neural Nets and Deep Learning/6. Neural Networks.mp4 35.92 MB
25. Neural Nets and Deep Learning/7. Activation Functions.mp4 62.58 MB
25. Neural Nets and Deep Learning/8. Multi-Class Classification Considerations.mp4 46.05 MB
25. Neural Nets and Deep Learning/9. Cost Functions and Gradient Descent.mp4 75.98 MB
26. Big Data and Spark with Python/1. Welcome to the Big Data Section!.mp4 5.24 MB
26. Big Data and Spark with Python/10. Lambda Expressions Review.mp4 9.32 MB
26. Big Data and Spark with Python/11. Introduction to Spark and Python.mp4 15.74 MB
26. Big Data and Spark with Python/12. RDD Transformations and Actions.mp4 55.68 MB
26. Big Data and Spark with Python/2. Big Data Overview.mp4 9.96 MB
26. Big Data and Spark with Python/3. Spark Overview.mp4 15.69 MB
26. Big Data and Spark with Python/5. AWS Account Set-Up.mp4 10.88 MB
26. Big Data and Spark with Python/7. EC2 Instance Set-Up.mp4 62.98 MB
26. Big Data and Spark with Python/8. SSH with Mac or Linux.mp4 9.14 MB
26. Big Data and Spark with Python/9. PySpark Setup.mp4 60.39 MB
3. Jupyter Overview/2. Jupyter Notebooks.mp4 31.98 MB
3. Jupyter Overview/3. Optional Virtual Environments.mp4 18.94 MB
4. Python Crash Course/1. Welcome to the Python Crash Course Section!.mp4 3.95 MB
4. Python Crash Course/2. Introduction to Python Crash Course.mp4 2.66 MB
4. Python Crash Course/3. Python Crash Course - Part 1.mp4 35.78 MB
4. Python Crash Course/4. Python Crash Course - Part 2.mp4 28.87 MB
4. Python Crash Course/5. Python Crash Course - Part 3.mp4 31.75 MB
4. Python Crash Course/6. Python Crash Course - Part 4.mp4 29.26 MB
4. Python Crash Course/7. Python Crash Course Exercises - Overview.mp4 9.39 MB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.mp4 27.24 MB
5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.mp4 2.47 MB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.mp4 4.15 MB
5. Python for Data Analysis - NumPy/3. Numpy Arrays.mp4 33.44 MB
5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.mp4 37.3 MB
5. Python for Data Analysis - NumPy/6. Numpy Operations.mp4 25.46 MB
5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.mp4 9.77 MB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.mp4 38.27 MB
6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.mp4 3.26 MB
6. Python for Data Analysis - Pandas/10. Operations.mp4 24.12 MB
6. Python for Data Analysis - Pandas/11. Data Input and Output.mp4 36.62 MB
6. Python for Data Analysis - Pandas/2. Introduction to Pandas.mp4 3.18 MB
6. Python for Data Analysis - Pandas/3. Series.mp4 20.3 MB
6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.mp4 39.77 MB
6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.mp4 42.02 MB
6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.mp4 20.85 MB
6. Python for Data Analysis - Pandas/7. Missing Data.mp4 12.14 MB
6. Python for Data Analysis - Pandas/8. Groupby.mp4 14.77 MB
6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.mp4 26.15 MB
7. Python for Data Analysis - Pandas Exercises/2. SF Salaries Exercise Overview.mp4 6.79 MB
7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.mp4 42.69 MB
7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.mp4 7.4 MB
7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.mp4 43.07 MB
8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.mp4 5.19 MB
8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.mp4 12.63 MB
8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.mp4 36.17 MB
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.mp4 31.56 MB
8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.mp4 27.27 MB
8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.mp4 5.86 MB
8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.mp4 27.73 MB
9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.mp4 9.02 MB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.mp4 51.4 MB
9. Python for Data Visualization - Seaborn/3. Categorical Plots.mp4 38.5 MB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.mp4 22.36 MB
9. Python for Data Visualization - Seaborn/5. Grids.mp4 19.88 MB
9. Python for Data Visualization - Seaborn/6. Regression Plots.mp4 15.46 MB
9. Python for Data Visualization - Seaborn/7. Style and Color.mp4 18.99 MB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.mp4 6.64 MB
9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.mp4 20.04 MB
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