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[DesireCourse.Net] Udemy - Python for Data Science and Machine Learning Bootcamp
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2020-2-15 15:47
2024-12-23 02:08
207
4.82 GB
152
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DesireCourse
Net
Udemy
-
Python
for
Data
Science
and
Machine
Learning
Bootcamp
文件列表
1. Course Introduction/1. Introduction to the Course.mp4
29.04MB
1. Course Introduction/2. Course Help and Welcome.mp4
8.26MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/1. Pandas Built-in Data Visualization.mp4
31.35MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/2. Pandas Data Visualization Exercise.mp4
5.17MB
10. Python for Data Visualization - Pandas Built-in Data Visualization/3. Pandas Data Visualization Exercise- Solutions.mp4
28.6MB
11. Python for Data Visualization - Plotly and Cufflinks/1. Introduction to Plotly and Cufflinks.mp4
12.52MB
11. Python for Data Visualization - Plotly and Cufflinks/2. Plotly and Cufflinks.mp4
51.15MB
12. Python for Data Visualization - Geographical Plotting/1. Introduction to Geographical Plotting.mp4
1.94MB
12. Python for Data Visualization - Geographical Plotting/2. Choropleth Maps - Part 1 - USA.mp4
46.16MB
12. Python for Data Visualization - Geographical Plotting/3. Choropleth Maps - Part 2 - World.mp4
19.19MB
12. Python for Data Visualization - Geographical Plotting/4. Choropleth Exercises.mp4
11.16MB
12. Python for Data Visualization - Geographical Plotting/5. Choropleth Exercises - Solutions.mp4
27.64MB
13. Data Capstone Project/1. Welcome to the Data Capstone Projects!.mp4
3.99MB
13. Data Capstone Project/2. 911 Calls Project Overview.mp4
8.57MB
13. Data Capstone Project/3. 911 Calls Solutions - Part 1.mp4
39.8MB
13. Data Capstone Project/4. 911 Calls Solutions - Part 2.mp4
49.8MB
13. Data Capstone Project/6. Finance Data Project Overview.mp4
12.21MB
13. Data Capstone Project/7. Finance Project - Solutions Part 1.mp4
47.26MB
13. Data Capstone Project/8. Finance Project - Solutions Part 2.mp4
45.71MB
13. Data Capstone Project/9. Finance Project - Solutions Part 3.mp4
16.57MB
14. Introduction to Machine Learning/1. Welcome to the Machine Learning Section!.mp4
7.21MB
14. Introduction to Machine Learning/3. Supervised Learning Overview.mp4
40.05MB
14. Introduction to Machine Learning/4. Evaluating Performance - Classification Error Metrics.mp4
82.72MB
14. Introduction to Machine Learning/5. Evaluating Performance - Regression Error Metrics.mp4
23.69MB
14. Introduction to Machine Learning/6. Machine Learning with Python.mp4
16.79MB
15. Linear Regression/1. Linear Regression Theory.mp4
8.57MB
15. Linear Regression/3. Linear Regression with Python - Part 1.mp4
43.32MB
15. Linear Regression/4. Linear Regression with Python - Part 2.mp4
16.06MB
15. Linear Regression/5. Linear Regression Project Overview.mp4
10.8MB
15. Linear Regression/6. Linear Regression Project Solution.mp4
45.39MB
16. Cross Validation and Bias-Variance Trade-Off/1. Bias Variance Trade-Off.mp4
18.93MB
17. Logistic Regression/1. Logistic Regression Theory.mp4
21.01MB
17. Logistic Regression/2. Logistic Regression with Python - Part 1.mp4
41.41MB
17. Logistic Regression/3. Logistic Regression with Python - Part 2.mp4
34.22MB
17. Logistic Regression/4. Logistic Regression with Python - Part 3.mp4
16.95MB
17. Logistic Regression/5. Logistic Regression Project Overview.mp4
5.31MB
17. Logistic Regression/6. Logistic Regression Project Solutions.mp4
30.21MB
18. K Nearest Neighbors/1. KNN Theory.mp4
9.91MB
18. K Nearest Neighbors/2. KNN with Python.mp4
45.96MB
18. K Nearest Neighbors/3. KNN Project Overview.mp4
4.99MB
18. K Nearest Neighbors/4. KNN Project Solutions.mp4
52.66MB
19. Decision Trees and Random Forests/1. Introduction to Tree Methods.mp4
12.06MB
19. Decision Trees and Random Forests/2. Decision Trees and Random Forest with Python.mp4
40.1MB
19. Decision Trees and Random Forests/3. Decision Trees and Random Forest Project Overview.mp4
11.96MB
19. Decision Trees and Random Forests/4. Decision Trees and Random Forest Solutions Part 1.mp4
30.87MB
19. Decision Trees and Random Forests/5. Decision Trees and Random Forest Solutions Part 2.mp4
26.56MB
2. Environment Set-Up/1. Python Environment Setup.mp4
76.35MB
20. Support Vector Machines/1. SVM Theory.mp4
8.72MB
20. Support Vector Machines/2. Support Vector Machines with Python.mp4
47.45MB
20. Support Vector Machines/3. SVM Project Overview.mp4
8.59MB
20. Support Vector Machines/4. SVM Project Solutions.mp4
28.14MB
21. K Means Clustering/1. K Means Algorithm Theory.mp4
9.61MB
21. K Means Clustering/2. K Means with Python.mp4
29.95MB
21. K Means Clustering/3. K Means Project Overview.mp4
9.2MB
21. K Means Clustering/4. K Means Project Solutions.mp4
47.12MB
22. Principal Component Analysis/1. Principal Component Analysis.mp4
6.21MB
22. Principal Component Analysis/2. PCA with Python.mp4
43.24MB
23. Recommender Systems/1. Recommender Systems.mp4
7.87MB
23. Recommender Systems/2. Recommender Systems with Python - Part 1.mp4
35.53MB
23. Recommender Systems/3. Recommender Systems with Python - Part 2.mp4
34.44MB
24. Natural Language Processing/1. Natural Language Processing Theory.mp4
8.86MB
24. Natural Language Processing/2. NLP with Python - Part 1.mp4
40.16MB
24. Natural Language Processing/3. NLP with Python - Part 2.mp4
41.92MB
24. Natural Language Processing/4. NLP with Python - Part 3.mp4
37.66MB
24. Natural Language Processing/5. NLP Project Overview.mp4
6.68MB
24. Natural Language Processing/6. NLP Project Solutions.mp4
48.05MB
25. Neural Nets and Deep Learning/10. Backpropagation.mp4
57.95MB
25. Neural Nets and Deep Learning/11. TensorFlow vs Keras.mp4
10.45MB
25. Neural Nets and Deep Learning/12. TF Syntax Basics - Part One - Preparing the Data.mp4
50.34MB
25. Neural Nets and Deep Learning/13. TF Syntax Basics - Part Two - Creating and Training the Model.mp4
84.32MB
25. Neural Nets and Deep Learning/14. TF Syntax Basics - Part Three - Model Evaluation.mp4
64.78MB
25. Neural Nets and Deep Learning/15. TF Regression Code Along - Exploratory Data Analysis.mp4
136.96MB
25. Neural Nets and Deep Learning/16. TF Regression Code Along - Exploratory Data Analysis - Continued.mp4
76.2MB
25. Neural Nets and Deep Learning/17. TF Regression Code Along - Data Preprocessing and Creating a Model.mp4
46.99MB
25. Neural Nets and Deep Learning/18. TF Regression Code Along - Model Evaluation and Predictions.mp4
68.93MB
25. Neural Nets and Deep Learning/19. TF Classification Code Along - EDA and Preprocessing.mp4
56.21MB
25. Neural Nets and Deep Learning/2. Welcome to the Deep Learning Section!.mp4
4.91MB
25. Neural Nets and Deep Learning/20. TF Classification - Dealing with Overfitting and Evaluation.mp4
111.33MB
25. Neural Nets and Deep Learning/21. TensorFlow 2.0 Project Options Overview.mp4
7.86MB
25. Neural Nets and Deep Learning/22. TensorFlow 2.0 Project Notebook Overview.mp4
80.53MB
25. Neural Nets and Deep Learning/23. Keras Project Solutions - Dealing with Missing Data.mp4
143.62MB
25. Neural Nets and Deep Learning/24. Keras Project Solutions - Dealing with Missing Data - Part Two.mp4
96.81MB
25. Neural Nets and Deep Learning/25. Keras Project Solutions - Categorical Data.mp4
85.38MB
25. Neural Nets and Deep Learning/26. Keras Project Solutions - Data PreProcessing.mp4
124.95MB
25. Neural Nets and Deep Learning/27. Keras Project Solutions - Data PreProcessing.mp4
23.98MB
25. Neural Nets and Deep Learning/28. Keras Project Solutions - Creating and Training a Model.mp4
29.74MB
25. Neural Nets and Deep Learning/29. Keras Project Solutions - Model Evaluation.mp4
63.11MB
25. Neural Nets and Deep Learning/3. Introduction to Artificial Neural Networks (ANN).mp4
9.67MB
25. Neural Nets and Deep Learning/30. Tensorboard.mp4
144.17MB
25. Neural Nets and Deep Learning/5. Perceptron Model.mp4
48MB
25. Neural Nets and Deep Learning/6. Neural Networks.mp4
35.92MB
25. Neural Nets and Deep Learning/7. Activation Functions.mp4
62.58MB
25. Neural Nets and Deep Learning/8. Multi-Class Classification Considerations.mp4
46.06MB
25. Neural Nets and Deep Learning/9. Cost Functions and Gradient Descent.mp4
75.99MB
26. Big Data and Spark with Python/1. Welcome to the Big Data Section!.mp4
5.23MB
26. Big Data and Spark with Python/10. Lambda Expressions Review.mp4
9.33MB
26. Big Data and Spark with Python/11. Introduction to Spark and Python.mp4
15.73MB
26. Big Data and Spark with Python/12. RDD Transformations and Actions.mp4
55.68MB
26. Big Data and Spark with Python/2. Big Data Overview.mp4
9.96MB
26. Big Data and Spark with Python/3. Spark Overview.mp4
15.7MB
26. Big Data and Spark with Python/5. AWS Account Set-Up.mp4
10.88MB
26. Big Data and Spark with Python/7. EC2 Instance Set-Up.mp4
62.98MB
26. Big Data and Spark with Python/8. SSH with Mac or Linux.mp4
9.14MB
26. Big Data and Spark with Python/9. PySpark Setup.mp4
60.4MB
3. Jupyter Overview/2. Jupyter Notebooks.mp4
31.99MB
3. Jupyter Overview/3. Optional Virtual Environments.mp4
18.95MB
4. Python Crash Course/1. Welcome to the Python Crash Course Section!.mp4
3.96MB
4. Python Crash Course/2. Introduction to Python Crash Course.mp4
2.66MB
4. Python Crash Course/3. Python Crash Course - Part 1.mp4
35.78MB
4. Python Crash Course/4. Python Crash Course - Part 2.mp4
28.87MB
4. Python Crash Course/5. Python Crash Course - Part 3.mp4
31.76MB
4. Python Crash Course/6. Python Crash Course - Part 4.mp4
29.26MB
4. Python Crash Course/7. Python Crash Course Exercises - Overview.mp4
9.38MB
4. Python Crash Course/8. Python Crash Course Exercises - Solutions.mp4
27.25MB
5. Python for Data Analysis - NumPy/1. Welcome to the NumPy Section!.mp4
2.47MB
5. Python for Data Analysis - NumPy/2. Introduction to Numpy.mp4
4.16MB
5. Python for Data Analysis - NumPy/3. Numpy Arrays.mp4
33.44MB
5. Python for Data Analysis - NumPy/5. Numpy Array Indexing.mp4
37.3MB
5. Python for Data Analysis - NumPy/6. Numpy Operations.mp4
25.47MB
5. Python for Data Analysis - NumPy/7. Numpy Exercises Overview.mp4
9.77MB
5. Python for Data Analysis - NumPy/8. Numpy Exercises Solutions.mp4
38.27MB
6. Python for Data Analysis - Pandas/1. Welcome to the Pandas Section!.mp4
3.26MB
6. Python for Data Analysis - Pandas/10. Operations.mp4
24.13MB
6. Python for Data Analysis - Pandas/11. Data Input and Output.mp4
36.62MB
6. Python for Data Analysis - Pandas/2. Introduction to Pandas.mp4
3.19MB
6. Python for Data Analysis - Pandas/3. Series.mp4
20.31MB
6. Python for Data Analysis - Pandas/4. DataFrames - Part 1.mp4
39.77MB
6. Python for Data Analysis - Pandas/5. DataFrames - Part 2.mp4
42.02MB
6. Python for Data Analysis - Pandas/6. DataFrames - Part 3.mp4
20.85MB
6. Python for Data Analysis - Pandas/7. Missing Data.mp4
12.14MB
6. Python for Data Analysis - Pandas/8. Groupby.mp4
14.77MB
6. Python for Data Analysis - Pandas/9. Merging Joining and Concatenating.mp4
26.16MB
7. Python for Data Analysis - Pandas Exercises/2. SF Salaries Exercise Overview.mp4
6.79MB
7. Python for Data Analysis - Pandas Exercises/3. SF Salaries Solutions.mp4
42.69MB
7. Python for Data Analysis - Pandas Exercises/4. Ecommerce Purchases Exercise Overview.mp4
7.4MB
7. Python for Data Analysis - Pandas Exercises/5. Ecommerce Purchases Exercise Solutions.mp4
43.07MB
8. Python for Data Visualization - Matplotlib/1. Welcome to the Data Visualization Section!.mp4
5.19MB
8. Python for Data Visualization - Matplotlib/2. Introduction to Matplotlib.mp4
12.64MB
8. Python for Data Visualization - Matplotlib/3. Matplotlib Part 1.mp4
36.17MB
8. Python for Data Visualization - Matplotlib/4. Matplotlib Part 2.mp4
31.56MB
8. Python for Data Visualization - Matplotlib/5. Matplotlib Part 3.mp4
27.28MB
8. Python for Data Visualization - Matplotlib/6. Matplotlib Exercises Overview.mp4
5.85MB
8. Python for Data Visualization - Matplotlib/7. Matplotlib Exercises - Solutions.mp4
27.73MB
9. Python for Data Visualization - Seaborn/1. Introduction to Seaborn.mp4
9.03MB
9. Python for Data Visualization - Seaborn/2. Distribution Plots.mp4
51.4MB
9. Python for Data Visualization - Seaborn/3. Categorical Plots.mp4
38.5MB
9. Python for Data Visualization - Seaborn/4. Matrix Plots.mp4
22.37MB
9. Python for Data Visualization - Seaborn/5. Grids.mp4
19.88MB
9. Python for Data Visualization - Seaborn/6. Regression Plots.mp4
15.46MB
9. Python for Data Visualization - Seaborn/7. Style and Color.mp4
19MB
9. Python for Data Visualization - Seaborn/8. Seaborn Exercise Overview.mp4
6.63MB
9. Python for Data Visualization - Seaborn/9. Seaborn Exercise Solutions.mp4
20.04MB
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