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[FreeCourseSite.com] Udemy - Introduction to Machine Learning for Data Science
- Date: 2026-08-19
- Size: 2.5 GB
- Files: 134
File Name
Size
1. Introduction/1. Course Promotion Video.mp4
32 MB
1. Introduction/1. Course Promotion Video.vtt
3.6 kB
1. Introduction/2. A special message for hard of hearing and ESL students.mp4
18 MB
1. Introduction/2. A special message for hard of hearing and ESL students.vtt
1.3 kB
1. Introduction/3. Thank you for investing in this Course!.mp4
15 MB
1. Introduction/3. Thank you for investing in this Course!.vtt
1.5 kB
1. Introduction/4. Course Overview.mp4
37 MB
1. Introduction/4. Course Overview.vtt
5.4 kB
1. Introduction/4.1 Course Syllabus.pdf.pdf
264 kB
1. Introduction/5. Secret sauce inside! How to get the most out of this course..mp4
24 MB
1. Introduction/5. Secret sauce inside! How to get the most out of this course..vtt
7.1 kB
10. Section 4 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Foundations of Machine Learning and Data Science - Definitions and concepts..mp4
94 MB
10. Section 4 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Foundations of Machine Learning and Data Science - Definitions and concepts..vtt
6.7 kB
10. Section 4 - Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Foundations of Machine Learning and Data Science - Machine Learning Workflow.mp4
76 MB
10. Section 4 - Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Foundations of Machine Learning and Data Science - Machine Learning Workflow.vtt
6.3 kB
10. Section 4 - Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Foundations of Machine Learning and Data Science - Algorithms, concepts and more.mp4
121 MB
10. Section 4 - Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Foundations of Machine Learning and Data Science - Algorithms, concepts and more.vtt
8.6 kB
11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Introducing the essential modules for Machine Learning, and NumPy Basics.mp4
95 MB
11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Introducing the essential modules for Machine Learning, and NumPy Basics.vtt
8.3 kB
11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Pandas and Matplotlib.mp4
99 MB
11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Pandas and Matplotlib.vtt
11 kB
11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Analysis using Pandas, plotting in Matplotlib, intro to SciPy and Scikit-learn.mp4
84 MB
11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Analysis using Pandas, plotting in Matplotlib, intro to SciPy and Scikit-learn.vtt
6.4 kB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. A Titanic Example - Getting our start..mp4
89 MB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. A Titanic Example - Getting our start..vtt
11 kB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/2. A Titanic Example - Understanding the data set..mp4
73 MB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/2. A Titanic Example - Understanding the data set..vtt
12 kB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/3. A Titanic Example - Understanding the data set in regards to survival.mp4
55 MB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/3. A Titanic Example - Understanding the data set in regards to survival.vtt
8.5 kB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/4. A Titanic Example - Preparing the right data and applying a basic algorithm.mp4
115 MB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/4. A Titanic Example - Preparing the right data and applying a basic algorithm.vtt
13 kB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/5. A Titanic Example - Applying regression algorithms..mp4
50 MB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/5. A Titanic Example - Applying regression algorithms..vtt
6.3 kB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/6. A Titanic Example - Applying Decision Trees (example of overfit and underfit).mp4
56 MB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/6. A Titanic Example - Applying Decision Trees (example of overfit and underfit).vtt
5.7 kB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/6.1 tree-overfit.pdf.pdf
54 kB
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/6.2 tree-pruned.pdf.pdf
26 kB
13. Section 7 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Conclusions - for our Titanic Example, important concepts and where to go next!.mp4
101 MB
13. Section 7 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Conclusions - for our Titanic Example, important concepts and where to go next!.vtt
6.9 kB
14. Retired Lectures/1. #4 - Secret sauce inside! How to get the most out of this course.mp4
31 MB
14. Retired Lectures/1. #4 - Secret sauce inside! How to get the most out of this course.vtt
6.5 kB
14. Retired Lectures/2. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....mp4
32 MB
14. Retired Lectures/2. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....vtt
11 kB
15. Bonus Content/1. Bonus Article - The startling breakthrough in Machine Learning from 2016..html
7.8 kB
15. Bonus Content/1.1 The startling breakthrough in Machine Learning from 2016.pdf.pdf.pdf
447 kB
2. Core Concepts/1. Core Concepts Overview.mp4
30 MB
2. Core Concepts/1. Core Concepts Overview.vtt
2.6 kB
2. Core Concepts/10. What is Machine Learning - Part 1 - The ideas.mp4
38 MB
2. Core Concepts/10. What is Machine Learning - Part 1 - The ideas.vtt
18 kB
2. Core Concepts/11. What is Machine Learning - Part 2 - An Example.mp4
24 MB
2. Core Concepts/11. What is Machine Learning - Part 2 - An Example.vtt
10 kB
2. Core Concepts/12. What is data science.mp4
18 MB
2. Core Concepts/12. What is data science.vtt
8.0 kB
2. Core Concepts/13. Recap & How do these relate to each other.mp4
11 MB
2. Core Concepts/13. Recap & How do these relate to each other.vtt
5.2 kB
2. Core Concepts/2. Computer Science - the `Train Wreck' Definition.mp4
3.6 MB
2. Core Concepts/2. Computer Science - the `Train Wreck' Definition.vtt
1.4 kB
2. Core Concepts/3. What's Data I can see data everywhere!.mp4
23 MB
2. Core Concepts/3. What's Data I can see data everywhere!.vtt
8.7 kB
2. Core Concepts/4. Structured vs Unstructured Data.mp4
9.1 MB
2. Core Concepts/4. Structured vs Unstructured Data.vtt
3.6 kB
2. Core Concepts/5. Structured and Unstructured Data.html
139 B
2. Core Concepts/6. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....mp4
32 MB
2. Core Concepts/6. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....vtt
15 kB
2. Core Concepts/7. What's big data.mp4
24 MB
2. Core Concepts/7. What's big data.vtt
9.8 kB
2. Core Concepts/8. Big Data - Quiz.html
139 B
2. Core Concepts/9. What is Artificial Intelligence (AI).mp4
43 MB
2. Core Concepts/9. What is Artificial Intelligence (AI).vtt
19 kB
3. Impacts, Importance and examples/1. Impacts, Importance and examples - Overview.mp4
13 MB
3. Impacts, Importance and examples/1. Impacts, Importance and examples - Overview.vtt
1.1 kB
3. Impacts, Importance and examples/2. Why is this important now.mp4
26 MB
3. Impacts, Importance and examples/2. Why is this important now.vtt
11 kB
3. Impacts, Importance and examples/3. Computers exploding! - The explosive growth of computer power explained..mp4
72 MB
3. Impacts, Importance and examples/3. Computers exploding! - The explosive growth of computer power explained..vtt
17 kB
3. Impacts, Importance and examples/4. What problems does Machine Learning Solve.mp4
17 MB
3. Impacts, Importance and examples/4. What problems does Machine Learning Solve.vtt
7.5 kB
3. Impacts, Importance and examples/5. Where it's transforming our lives.mp4
33 MB
3. Impacts, Importance and examples/5. Where it's transforming our lives.vtt
15 kB
4. The Machine Learning Process/1. The Machine Learning Process - Overview.mp4
20 MB
4. The Machine Learning Process/1. The Machine Learning Process - Overview.vtt
2.3 kB
4. The Machine Learning Process/2. 5 Step Machine Learning Process Overview.mp4
6.2 MB
4. The Machine Learning Process/2. 5 Step Machine Learning Process Overview.vtt
2.8 kB
4. The Machine Learning Process/3. 1 - Asking the right question.mp4
8.1 MB
4. The Machine Learning Process/3. 1 - Asking the right question.vtt
4.6 kB
4. The Machine Learning Process/4. 2 - Identifying, obtaining, and preparing the right data.mp4
32 MB
4. The Machine Learning Process/4. 2 - Identifying, obtaining, and preparing the right data.vtt
18 kB
4. The Machine Learning Process/5. 3 - Identifying and applying a ML Algorithm.mp4
32 MB
4. The Machine Learning Process/5. 3 - Identifying and applying a ML Algorithm.vtt
18 kB
4. The Machine Learning Process/6. 4 - Evaluating the performance of the model and adjusting.mp4
11 MB
4. The Machine Learning Process/6. 4 - Evaluating the performance of the model and adjusting.vtt
7.0 kB
4. The Machine Learning Process/7. 5 - Using and presenting the model.mp4
5.3 MB
4. The Machine Learning Process/7. 5 - Using and presenting the model.vtt
3.2 kB
4. The Machine Learning Process/8. Machine Learning - Process.html
139 B
5. How to apply Machine Learning for Data Science/1. How to apply Machine Learning for Data Science - Overview.mp4
5.5 MB
5. How to apply Machine Learning for Data Science/1. How to apply Machine Learning for Data Science - Overview.vtt
897 B
5. How to apply Machine Learning for Data Science/2. Where to begin your journey.mp4
3.4 MB
5. How to apply Machine Learning for Data Science/2. Where to begin your journey.vtt
1.5 kB
5. How to apply Machine Learning for Data Science/3. Common platforms and tools for Data Science.mp4
6.3 MB
5. How to apply Machine Learning for Data Science/3. Common platforms and tools for Data Science.vtt
3.1 kB
5. How to apply Machine Learning for Data Science/4. Data Science using - R.mp4
5.5 MB
5. How to apply Machine Learning for Data Science/4. Data Science using - R.vtt
3.3 kB
5. How to apply Machine Learning for Data Science/5. Data Science using - Python.mp4
7.3 MB
5. How to apply Machine Learning for Data Science/5. Data Science using - Python.vtt
3.7 kB
5. How to apply Machine Learning for Data Science/6. Data Science using SQL.mp4
5.6 MB
5. How to apply Machine Learning for Data Science/6. Data Science using SQL.vtt
2.8 kB
5. How to apply Machine Learning for Data Science/7. Data Science using Excel.mp4
5.0 MB
5. How to apply Machine Learning for Data Science/7. Data Science using Excel.vtt
2.9 kB
5. How to apply Machine Learning for Data Science/8. Data Science using RapidMiner.mp4
3.3 MB
5. How to apply Machine Learning for Data Science/8. Data Science using RapidMiner.vtt
1.8 kB
5. How to apply Machine Learning for Data Science/9. Cautionary Tales.mp4
4.6 MB
5. How to apply Machine Learning for Data Science/9. Cautionary Tales.vtt
2.9 kB
6. Conclusion/1. All done! What's next.mp4
6.2 MB
6. Conclusion/1. All done! What's next.vtt
1.1 kB
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Introduction and Anaconda Installation.mp4
78 MB
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Introduction and Anaconda Installation.vtt
5.9 kB
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. What will we cover!.mp4
96 MB
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. What will we cover!.vtt
8.0 kB
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Introduction and Setup.mp4
120 MB
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Introduction and Setup.vtt
9.8 kB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Crash course in Python - Beginning concepts.mp4
62 MB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Crash course in Python - Beginning concepts.vtt
7.3 kB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1.1 python_3.x_cheat_sheet.pdf.pdf
85 kB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Crash course in Python - Strings, Slices and Lists!.mp4
67 MB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Crash course in Python - Strings, Slices and Lists!.vtt
8.4 kB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Crash course in Python - Expressions, Operators, Conditions and Loops.mp4
52 MB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Crash course in Python - Expressions, Operators, Conditions and Loops.vtt
6.7 kB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/4. Crash course in Python - Functions, Scope, Dictionaries and more!.mp4
57 MB
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/4. Crash course in Python - Functions, Scope, Dictionaries and more!.vtt
6.5 kB
9. Section 3 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Hands on Running Python.mp4
95 MB
9. Section 3 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Hands on Running Python.vtt
12 kB
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123 B
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133 B
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127 B