FreeCourseSite com Udemy Python for Data Science and Machine Learning Bootcamp

FreeCourseSite com Udemy Python for Data Science and Machine Learning Bootcamp

Name	[FreeCourseSite.com] Udemy - Python for Data Science and Machine Learning Bootcamp	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	4.1 GB
Total Files	304
Last Seen	2025-05-21 23:39
Hash	E032C5D8D4D0A83048CE5717402AD338352DB6D6

/0. Websites you may like/
[CourseClub.ME].url	0.1 KB
[FCS Forum].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
/1. Course Introduction/
1. Introduction to the Course.mp4	30.4 MB
1. Introduction to the Course.vtt	5.5 KB
2. Course Help and Welcome.mp4	8.7 MB
2. Course Help and Welcome.vtt	1.1 KB
3. Course FAQs.html	5.5 KB
3.1 Py_DS_ML_Bootcamp-master.zip.zip	55.0 MB
/10. Python for Data Visualization - Pandas Built-in Data Visualization/
1. Pandas Built-in Data Visualization.mp4	32.9 MB
1. Pandas Built-in Data Visualization.vtt	19.0 KB
2. Pandas Data Visualization Exercise.mp4	5.4 MB
2. Pandas Data Visualization Exercise.vtt	2.1 KB
3. Pandas Data Visualization Exercise- Solutions.mp4	30.0 MB
3. Pandas Data Visualization Exercise- Solutions.vtt	12.2 KB
/11. Python for Data Visualization - Plotly and Cufflinks/
1. Introduction to Plotly and Cufflinks.mp4	13.1 MB
1. Introduction to Plotly and Cufflinks.vtt	5.1 KB
2. Plotly and Cufflinks.mp4	53.6 MB
2. Plotly and Cufflinks.vtt	25.3 KB
/12. Python for Data Visualization - Geographical Plotting/
1. Introduction to Geographical Plotting.mp4	2.0 MB
1. Introduction to Geographical Plotting.vtt	1.3 KB
2. Choropleth Maps - Part 1 - USA.mp4	48.4 MB
2. Choropleth Maps - Part 1 - USA.vtt	24.0 KB
3. Choropleth Maps - Part 2 - World.mp4	20.1 MB
3. Choropleth Maps - Part 2 - World.vtt	3.7 MB
4. Choropleth Exercises.mp4	11.7 MB
4. Choropleth Exercises.vtt	5.3 KB
5. Choropleth Exercises - Solutions.mp4	29.0 MB
5. Choropleth Exercises - Solutions.vtt	12.7 KB
/13. Data Capstone Project/
1. Welcome to the Data Capstone Projects!.mp4	4.2 MB
1. Welcome to the Data Capstone Projects!.vtt	0.6 KB
2. 911 Calls Project Overview.mp4	9.0 MB
2. 911 Calls Project Overview.vtt	3.4 KB
3. 911 Calls Solutions - Part 1.mp4	41.7 MB
3. 911 Calls Solutions - Part 1.vtt	19.0 KB
4. 911 Calls Solutions - Part 2.mp4	52.2 MB
4. 911 Calls Solutions - Part 2.vtt	24.2 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	12.8 MB
6. Finance Data Project Overview.vtt	5.0 KB
7. Finance Project - Solutions Part 1.mp4	49.6 MB
7. Finance Project - Solutions Part 1.vtt	22.3 KB
8. Finance Project - Solutions Part 2.mp4	47.9 MB
8. Finance Project - Solutions Part 2.vtt	23.2 KB
9. Finance Project - Solutions Part 3.mp4	17.4 MB
9. Finance Project - Solutions Part 3.vtt	8.2 KB
/14. Introduction to Machine Learning/
1. Welcome to the Machine Learning Section!.mp4	7.6 MB
1. Welcome to the Machine Learning Section!.vtt	0.9 KB
2. Link for ISLR.html	0.4 KB
2.1 ISLR 6th Edition PDF (Machine Learning Textbook).html	0.1 KB
2.2 Python DS Presentations.zip.zip	2.9 MB
3. Introduction to Machine Learning.mp4	30.3 MB
3. Introduction to Machine Learning.vtt	15.8 KB
3.1 Link for ISLR.html	0.1 KB
4. Machine Learning with Python.mp4	17.6 MB
4. Machine Learning with Python.vtt	13.0 KB
/15. Linear Regression/
1. Linear Regression Theory.mp4	9.0 MB
1. Linear Regression Theory.vtt	6.1 KB
2. model_selection Updates for SciKit Learn 0.18.html	0.8 KB
3. Linear Regression with Python - Part 1.mp4	45.4 MB
3. Linear Regression with Python - Part 1.vtt	23.9 KB
4. Linear Regression with Python - Part 2.mp4	16.8 MB
4. Linear Regression with Python - Part 2.vtt	9.3 KB
5. Linear Regression Project Overview.mp4	11.3 MB
5. Linear Regression Project Overview.vtt	3.7 KB
6. Linear Regression Project Solution.mp4	47.6 MB
6. Linear Regression Project Solution.vtt	23.9 KB
/16. Cross Validation and Bias-Variance Trade-Off/
1. Bias Variance Trade-Off.mp4	12.2 MB
1. Bias Variance Trade-Off.vtt	9.0 KB
/17. Logistic Regression/
1. Logistic Regression Theory.mp4	22.0 MB
1. Logistic Regression Theory.vtt	15.8 KB
2. Logistic Regression with Python - Part 1.mp4	43.4 MB
2. Logistic Regression with Python - Part 1.vtt	24.0 KB
3. Logistic Regression with Python - Part 2.mp4	35.9 MB
3. Logistic Regression with Python - Part 2.vtt	21.8 KB
4. Logistic Regression with Python - Part 3.mp4	17.8 MB
4. Logistic Regression with Python - Part 3.vtt	10.8 KB
5. Logistic Regression Project Overview.mp4	5.6 MB
5. Logistic Regression Project Overview.vtt	2.4 KB
6. Logistic Regression Project Solutions.mp4	31.7 MB
6. Logistic Regression Project Solutions.vtt	13.5 KB
/18. K Nearest Neighbors/
1. KNN Theory.mp4	10.4 MB
1. KNN Theory.vtt	7.4 KB
2. KNN with Python.mp4	48.2 MB
2. KNN with Python.vtt	24.4 KB
3. KNN Project Overview.mp4	5.2 MB
3. KNN Project Overview.vtt	2.0 KB
4. KNN Project Solutions.mp4	55.2 MB
4. KNN Project Solutions.vtt	17.6 KB
/19. Decision Trees and Random Forests/
1. Introduction to Tree Methods.mp4	12.7 MB
1. Introduction to Tree Methods.vtt	9.1 KB
2. Decision Trees and Random Forest with Python.mp4	42.0 MB
2. Decision Trees and Random Forest with Python.vtt	18.5 KB
3. Decision Trees and Random Forest Project Overview.mp4	12.5 MB
3. Decision Trees and Random Forest Project Overview.vtt	4.6 KB
4. Decision Trees and Random Forest Solutions Part 1.mp4	32.4 MB
4. Decision Trees and Random Forest Solutions Part 1.vtt	15.6 KB
5. Decision Trees and Random Forest Solutions Part 2.mp4	27.8 MB
5. Decision Trees and Random Forest Solutions Part 2.vtt	11.1 KB
/2. Environment Set-Up/
1. Python Environment Setup.mp4	80.1 MB
1. Python Environment Setup.vtt	18.1 KB
1.1 Py-DS-ML-Bootcamp-master.zip.zip	55.0 MB
/20. Support Vector Machines/
1. SVM Theory.mp4	9.1 MB
1. SVM Theory.vtt	6.1 KB
2. Support Vector Machines with Python.mp4	49.8 MB
2. Support Vector Machines with Python.vtt	22.7 KB
3. SVM Project Overview.mp4	9.0 MB
3. SVM Project Overview.vtt	3.5 KB
4. SVM Project Solutions.mp4	29.5 MB
4. SVM Project Solutions.vtt	12.1 KB
/21. K Means Clustering/
1. K Means Algorithm Theory.mp4	10.1 MB
1. K Means Algorithm Theory.vtt	7.0 KB
2. K Means with Python.mp4	31.4 MB
2. K Means with Python.vtt	15.9 KB
3. K Means Project Overview.mp4	9.7 MB
3. K Means Project Overview.vtt	4.4 KB
4. K Means Project Solutions.mp4	49.4 MB
4. K Means Project Solutions.vtt	20.8 KB
/22. Principal Component Analysis/
1. Principal Component Analysis.mp4	6.5 MB
1. Principal Component Analysis.vtt	4.5 KB
2. PCA with Python.mp4	45.3 MB
2. PCA with Python.vtt	21.6 KB
/23. Recommender Systems/
1. Recommender Systems.mp4	8.3 MB
1. Recommender Systems.vtt	6.3 KB
2. Recommender Systems with Python - Part 1.mp4	37.2 MB
2. Recommender Systems with Python - Part 1.vtt	17.8 KB
3. Recommender Systems with Python - Part 2.mp4	36.1 MB
3. Recommender Systems with Python - Part 2.vtt	15.7 KB
/24. Natural Language Processing/
1. Natural Language Processing Theory.mp4	9.3 MB
1. Natural Language Processing Theory.vtt	6.5 KB
2. NLP with Python - Part 1.mp4	42.1 MB
2. NLP with Python - Part 1.vtt	20.2 KB
3. NLP with Python - Part 2.mp4	43.9 MB
3. NLP with Python - Part 2.vtt	23.1 KB
4. NLP with Python - Part 3.mp4	39.5 MB
4. NLP with Python - Part 3.vtt	22.0 KB
5. NLP Project Overview.mp4	7.0 MB
5. NLP Project Overview.vtt	3.3 KB
6. NLP Project Solutions.mp4	50.4 MB
6. NLP Project Solutions.vtt	24.6 KB
/25. Big Data and Spark with Python/
1. Welcome to the Big Data Section!.mp4	5.5 MB
1. Welcome to the Big Data Section!.vtt	0.7 KB
10. Lambda Expressions Review.mp4	9.8 MB
10. Lambda Expressions Review.vtt	7.2 KB
11. Introduction to Spark and Python.mp4	16.5 MB
11. Introduction to Spark and Python.vtt	11.2 KB
12. RDD Transformations and Actions.mp4	58.4 MB
12. RDD Transformations and Actions.vtt	29.5 KB
2. Big Data Overview.mp4	10.4 MB
2. Big Data Overview.vtt	7.2 KB
3. Spark Overview.mp4	16.5 MB
3. Spark Overview.vtt	12.6 KB
4. Local Spark Set-Up.html	1.7 KB
5. AWS Account Set-Up.mp4	11.4 MB
5. AWS Account Set-Up.vtt	6.3 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	66.0 MB
7. EC2 Instance Set-Up.vtt	23.5 KB
7.1 Amazon Guide to Using PuTTY for Windows SSH.html	0.1 KB
8. SSH with Mac or Linux.mp4	9.6 MB
8. SSH with Mac or Linux.vtt	7.3 KB
8.1 Amazon Guide to SSH with Mac.html	0.1 KB
9. PySpark Setup.mp4	63.3 MB
9. PySpark Setup.vtt	33.0 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	5.2 MB
1. Welcome to the Deep Learning Section!.vtt	0.6 KB
10. Deep Learning Project - Solutions.mp4	99.2 MB
10. Deep Learning Project - Solutions.vtt	13.5 KB
2. Neural Network Theory.mp4	13.1 MB
2. Neural Network Theory.vtt	9.3 KB
3. What is TensorFlow.mp4	26.3 MB
3. What is TensorFlow.vtt	8.1 KB
4. Installing Tensorflow 1.10.mp4	7.6 MB
4. Installing Tensorflow 1.10.vtt	2.7 KB
5. TensorFlow Basics.mp4	32.5 MB
5. TensorFlow Basics.vtt	19.6 KB
6. MNIST - Part One.mp4	61.2 MB
6. MNIST - Part One.vtt	13.1 KB
7. MNIST - Part Two.mp4	98.7 MB
7. MNIST - Part Two.vtt	19.9 KB
8. Tensorflow Estimators.mp4	164.3 MB
8. Tensorflow Estimators.vtt	27.4 KB
9. Deep Learning Project.mp4	29.5 MB
9. Deep Learning Project.vtt	4.5 KB
/27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8)/
1. TensorFlow Installation.mp4	72.6 MB
1. TensorFlow Installation.vtt	35.1 KB
2. MNIST with Multi-Layer Perceptron - Part 1.mp4	22.8 MB
2. MNIST with Multi-Layer Perceptron - Part 1.vtt	16.1 KB
3. MNIST with Multi-Layer Perceptron - Part 2.mp4	38.3 MB
3. MNIST with Multi-Layer Perceptron - Part 2.vtt	20.8 KB
4. MNIST with Multi-Layer Perceptron - Part 3.mp4	46.5 MB
4. MNIST with Multi-Layer Perceptron - Part 3.vtt	23.9 KB
5. TensorFlow with ContribLearn.mp4	20.5 MB
5. TensorFlow with ContribLearn.vtt	11.9 KB
6. Tensorflow Project Exercise Overview.mp4	7.7 MB
6. Tensorflow Project Exercise Overview.vtt	3.6 KB
7. Tensorflow Project Exercise - Solutions.mp4	39.3 MB
7. Tensorflow Project Exercise - Solutions.vtt	18.6 KB
/28. BONUS SECTION THANK YOU!/
1. Bonus Lecture.html	0.5 KB
/3. Jupyter Overview/
1. Updates to Notebook Zip.html	0.2 KB
2. Jupyter Notebooks.mp4	33.5 MB
2. Jupyter Notebooks.vtt	20.7 KB
2.1 Py-DS-ML-Bootcamp-master.zip.zip	55.0 MB
3. Optional Virtual Environments.mp4	19.9 MB
3. Optional Virtual Environments.vtt	14.1 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	4.1 MB
1. Welcome to the Python Crash Course Section!.vtt	0.5 KB
2. Introduction to Python Crash Course.mp4	2.8 MB
2. Introduction to Python Crash Course.vtt	2.1 KB
3. Python Crash Course - Part 1.mp4	37.5 MB
3. Python Crash Course - Part 1.vtt	24.9 KB
4. Python Crash Course - Part 2.mp4	30.3 MB
4. Python Crash Course - Part 2.vtt	20.4 KB
5. Python Crash Course - Part 3.mp4	33.3 MB
5. Python Crash Course - Part 3.vtt	21.2 KB
6. Python Crash Course - Part 4.mp4	30.7 MB
6. Python Crash Course - Part 4.vtt	19.5 KB
7. Python Crash Course Exercises - Overview.mp4	9.8 MB
7. Python Crash Course Exercises - Overview.vtt	5.5 KB
8. Python Crash Course Exercises - Solutions.mp4	28.6 MB
8. Python Crash Course Exercises - Solutions.vtt	15.0 KB
/5. Python for Data Analysis - NumPy/
1. Welcome to the NumPy Section!.mp4	2.6 MB
1. Welcome to the NumPy Section!.vtt	0.3 KB
2. Introduction to Numpy.mp4	4.4 MB
2. Introduction to Numpy.vtt	3.1 KB
3. Numpy Arrays.mp4	35.1 MB
3. Numpy Arrays.vtt	21.0 KB
4. Quick Note on Array Indexing.html	1.1 KB
5. Numpy Array Indexing.mp4	39.1 MB
5. Numpy Array Indexing.vtt	22.9 KB
6. Numpy Operations.mp4	26.7 MB
6. Numpy Operations.vtt	10.0 KB
7. Numpy Exercises Overview.mp4	10.2 MB
7. Numpy Exercises Overview.vtt	4.4 KB
8. Numpy Exercises Solutions.mp4	40.1 MB
8. Numpy Exercises Solutions.vtt	21.6 KB
/6. Python for Data Analysis - Pandas/
1. Welcome to the Pandas Section!.mp4	3.4 MB
1. Welcome to the Pandas Section!.vtt	0.4 KB
10. Operations.mp4	25.3 MB
10. Operations.vtt	16.2 KB
11. Data Input and Output.mp4	38.4 MB
11. Data Input and Output.vtt	19.2 KB
2. Introduction to Pandas.mp4	3.3 MB
2. Introduction to Pandas.vtt	2.4 KB
3. Series.mp4	21.3 MB
3. Series.vtt	14.2 KB
4. DataFrames - Part 1.mp4	41.7 MB
4. DataFrames - Part 1.vtt	19.5 KB
5. DataFrames - Part 2.mp4	44.1 MB
5. DataFrames - Part 2.vtt	22.8 KB
6. DataFrames - Part 3.mp4	21.9 MB
6. DataFrames - Part 3.vtt	11.5 KB
7. Missing Data.mp4	12.7 MB
7. Missing Data.vtt	8.0 KB
8. Groupby.mp4	15.5 MB
8. Groupby.vtt	9.2 KB
9. Merging Joining and Concatenating.mp4	27.4 MB
9. Merging Joining and Concatenating.vtt	12.6 KB
/7. Python for Data Analysis - Pandas Exercises/
1. Note on SF Salary Exercise.html	0.6 KB
2. SF Salaries Exercise Overview.mp4	7.1 MB
2. SF Salaries Exercise Overview.vtt	3.1 KB
3. SF Salaries Solutions.mp4	44.8 MB
3. SF Salaries Solutions.vtt	18.8 KB
4. Ecommerce Purchases Exercise Overview.mp4	7.8 MB
4. Ecommerce Purchases Exercise Overview.vtt	3.5 KB
5. Ecommerce Purchases Exercise Solutions.mp4	45.2 MB
5. Ecommerce Purchases Exercise Solutions.vtt	19.4 KB
/8. Python for Data Visualization - Matplotlib/
1. Welcome to the Data Visualization Section!.mp4	5.5 MB
1. Welcome to the Data Visualization Section!.vtt	0.7 KB
2. Introduction to Matplotlib.mp4	13.2 MB
2. Introduction to Matplotlib.vtt	4.8 KB
3. Matplotlib Part 1.mp4	37.9 MB
3. Matplotlib Part 1.vtt	22.9 KB
4. Matplotlib Part 2.mp4	33.1 MB
4. Matplotlib Part 2.vtt	19.6 KB
5. Matplotlib Part 3.mp4	28.6 MB
5. Matplotlib Part 3.vtt	16.2 KB
6. Matplotlib Exercises Overview.mp4	6.1 MB
6. Matplotlib Exercises Overview.vtt	2.4 KB
7. Matplotlib Exercises - Solutions.mp4	29.1 MB
7. Matplotlib Exercises - Solutions.vtt	11.7 KB
/9. Python for Data Visualization - Seaborn/
1. Introduction to Seaborn.mp4	9.5 MB
1. Introduction to Seaborn.vtt	4.2 KB
1.1 Link to Seaborn Documentation (updated).html	0.1 KB
2. Distribution Plots.mp4	53.9 MB
2. Distribution Plots.vtt	26.1 KB
3. Categorical Plots.mp4	40.4 MB
3. Categorical Plots.vtt	23.8 KB
4. Matrix Plots.mp4	23.5 MB
4. Matrix Plots.vtt	13.4 KB
5. Grids.mp4	20.8 MB
5. Grids.vtt	11.7 KB
6. Regression Plots.mp4	16.2 MB
6. Regression Plots.vtt	9.5 KB
7. Style and Color.mp4	19.9 MB
7. Style and Color.vtt	11.2 KB
8. Seaborn Exercise Overview.mp4	7.0 MB
8. Seaborn Exercise Overview.vtt	2.7 KB
9. Seaborn Exercise Solutions.mp4	21.0 MB
9. Seaborn Exercise Solutions.vtt	9.3 KB
Total files 304