[FreeCourseSite com] Udemy - Introduction to Machine Learning for Data Science
File List
| File | Size |
|---|---|
| 1. Introduction/1. Course Promotion Video.mp4 | 31.88 MB |
| 1. Introduction/1. Course Promotion Video.vtt | 3.59 KB |
| 1. Introduction/2. A special message for hard of hearing and ESL students.mp4 | 18.05 MB |
| 1. Introduction/2. A special message for hard of hearing and ESL students.vtt | 1.29 KB |
| 1. Introduction/3. Thank you for investing in this Course!.mp4 | 14.74 MB |
| 1. Introduction/3. Thank you for investing in this Course!.vtt | 1.47 KB |
| 1. Introduction/4. Course Overview.mp4 | 36.82 MB |
| 1. Introduction/4. Course Overview.vtt | 5.44 KB |
| 1. Introduction/4.1 Course Syllabus.pdf.pdf | 264.51 KB |
| 1. Introduction/5. Secret sauce inside! How to get the most out of this course..mp4 | 24.33 MB |
| 1. Introduction/5. Secret sauce inside! How to get the most out of this course..vtt | 7.06 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 | 94.45 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 | 6.66 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 | 75.59 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 | 6.34 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 | 121.32 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 | 94.93 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 | 8.29 KB |
| 11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Pandas and Matplotlib.mp4 | 98.99 MB |
| 11. Section 5 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Pandas and Matplotlib.vtt | 11.23 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 | 83.74 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 | 6.42 KB |
| 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. A Titanic Example - Getting our start..mp4 | 88.82 MB |
| 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. A Titanic Example - Getting our start..vtt | 10.75 KB |
| 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/2. A Titanic Example - Understanding the data set..mp4 | 73.44 MB |
| 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/2. A Titanic Example - Understanding the data set..vtt | 11.95 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 | 54.75 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 | 8.53 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 | 114.57 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 | 12.74 KB |
| 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/5. A Titanic Example - Applying regression algorithms..mp4 | 50.24 MB |
| 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/5. A Titanic Example - Applying regression algorithms..vtt | 6.27 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 | 56.12 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 | 5.71 KB |
| 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/6.1 tree-overfit.pdf.pdf | 53.91 KB |
| 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/6.2 tree-pruned.pdf.pdf | 26.36 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 | 101.35 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 | 6.92 KB |
| 14. Retired Lectures/1. #4 - Secret sauce inside! How to get the most out of this course.mp4 | 30.83 MB |
| 14. Retired Lectures/1. #4 - Secret sauce inside! How to get the most out of this course.vtt | 6.47 KB |
| 14. Retired Lectures/2. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....mp4 | 32.3 MB |
| 14. Retired Lectures/2. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....vtt | 10.86 KB |
| 15. Bonus Content/1. Bonus Article - The startling breakthrough in Machine Learning from 2016..html | 7.78 KB |
| 15. Bonus Content/1.1 The startling breakthrough in Machine Learning from 2016.pdf.pdf.pdf | 446.57 KB |
| 2. Core Concepts/1. Core Concepts Overview.mp4 | 30.16 MB |
| 2. Core Concepts/1. Core Concepts Overview.vtt | 2.62 KB |
| 2. Core Concepts/10. What is Machine Learning - Part 1 - The ideas.mp4 | 38.38 MB |
| 2. Core Concepts/10. What is Machine Learning - Part 1 - The ideas.vtt | 17.93 KB |
| 2. Core Concepts/11. What is Machine Learning - Part 2 - An Example.mp4 | 24.3 MB |
| 2. Core Concepts/11. What is Machine Learning - Part 2 - An Example.vtt | 10.42 KB |
| 2. Core Concepts/12. What is data science.mp4 | 18.48 MB |
| 2. Core Concepts/12. What is data science.vtt | 7.97 KB |
| 2. Core Concepts/13. Recap & How do these relate to each other.mp4 | 10.88 MB |
| 2. Core Concepts/13. Recap & How do these relate to each other.vtt | 5.23 KB |
| 2. Core Concepts/2. Computer Science - the `Train Wreck' Definition.mp4 | 3.56 MB |
| 2. Core Concepts/2. Computer Science - the `Train Wreck' Definition.vtt | 1.38 KB |
| 2. Core Concepts/3. What's Data I can see data everywhere!.mp4 | 22.75 MB |
| 2. Core Concepts/3. What's Data I can see data everywhere!.vtt | 8.74 KB |
| 2. Core Concepts/4. Structured vs Unstructured Data.mp4 | 9.11 MB |
| 2. Core Concepts/4. Structured vs Unstructured Data.vtt | 3.59 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 | 32.51 MB |
| 2. Core Concepts/6. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....vtt | 14.58 KB |
| 2. Core Concepts/7. What's big data.mp4 | 24.17 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 | 43.21 MB |
| 2. Core Concepts/9. What is Artificial Intelligence (AI).vtt | 19.1 KB |
| 3. Impacts, Importance and examples/1. Impacts, Importance and examples - Overview.mp4 | 12.88 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 | 25.88 MB |
| 3. Impacts, Importance and examples/2. Why is this important now.vtt | 10.85 KB |
| 3. Impacts, Importance and examples/3. Computers exploding! - The explosive growth of computer power explained..mp4 | 72.52 MB |
| 3. Impacts, Importance and examples/3. Computers exploding! - The explosive growth of computer power explained..vtt | 17.28 KB |
| 3. Impacts, Importance and examples/4. What problems does Machine Learning Solve.mp4 | 17.11 MB |
| 3. Impacts, Importance and examples/4. What problems does Machine Learning Solve.vtt | 7.53 KB |
| 3. Impacts, Importance and examples/5. Where it's transforming our lives.mp4 | 33.13 MB |
| 3. Impacts, Importance and examples/5. Where it's transforming our lives.vtt | 14.98 KB |
| 4. The Machine Learning Process/1. The Machine Learning Process - Overview.mp4 | 20.01 MB |
| 4. The Machine Learning Process/1. The Machine Learning Process - Overview.vtt | 2.28 KB |
| 4. The Machine Learning Process/2. 5 Step Machine Learning Process Overview.mp4 | 6.24 MB |
| 4. The Machine Learning Process/2. 5 Step Machine Learning Process Overview.vtt | 2.78 KB |
| 4. The Machine Learning Process/3. 1 - Asking the right question.mp4 | 8.13 MB |
| 4. The Machine Learning Process/3. 1 - Asking the right question.vtt | 4.58 KB |
| 4. The Machine Learning Process/4. 2 - Identifying, obtaining, and preparing the right data.mp4 | 32.15 MB |
| 4. The Machine Learning Process/4. 2 - Identifying, obtaining, and preparing the right data.vtt | 17.75 KB |
| 4. The Machine Learning Process/5. 3 - Identifying and applying a ML Algorithm.mp4 | 31.59 MB |
| 4. The Machine Learning Process/5. 3 - Identifying and applying a ML Algorithm.vtt | 18.19 KB |
| 4. The Machine Learning Process/6. 4 - Evaluating the performance of the model and adjusting.mp4 | 11.39 MB |
| 4. The Machine Learning Process/6. 4 - Evaluating the performance of the model and adjusting.vtt | 7 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 | 3.44 MB |
| 5. How to apply Machine Learning for Data Science/2. Where to begin your journey.vtt | 1.46 KB |
| 5. How to apply Machine Learning for Data Science/3. Common platforms and tools for Data Science.mp4 | 6.31 MB |
| 5. How to apply Machine Learning for Data Science/3. Common platforms and tools for Data Science.vtt | 3.14 KB |
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