[FreeCourseLab.com] Udemy - Introduction to Machine Learning for Data Science

• [FreeCourseLab.com] Udemy - Introduction to Machine Learning for Data Science
• 1. Introduction/1. Course Promotion Video.mp4 31.9 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 14.7 MB
• 1. Introduction/3. Thank you for investing in this Course!.vtt 1.5 KB
• 1. Introduction/4. Course Overview.mp4 36.8 MB
• 1. Introduction/4. Course Overview.vtt 5.4 KB
• 1. Introduction/4.1 Course Syllabus.pdf.pdf 264.5 KB
• 1. Introduction/5. Secret sauce inside! How to get the most out of this course..mp4 24.3 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 94.5 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 75.6 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 121.3 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 94.9 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 11.2 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 83.7 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 88.8 MB
• 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. A Titanic Example - Getting our start..vtt 10.8 KB
• 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/2. A Titanic Example - Understanding the data set..mp4 73.4 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 54.7 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 114.6 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 12.7 KB
• 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/5. A Titanic Example - Applying regression algorithms..mp4 50.2 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 56.1 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-pruned.pdf.pdf 26.4 KB
• 12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/6.2 tree-overfit.pdf.pdf 53.9 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 101.4 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 30.8 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 32.3 MB
• 14. Retired Lectures/2. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....vtt 10.9 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 446.6 KB
• 2. Core Concepts/1. Core Concepts Overview.mp4 30.2 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 38.4 MB
• 2. Core Concepts/10. What is Machine Learning - Part 1 - The ideas.vtt 17.9 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 10.4 KB
• 2. Core Concepts/12. What is data science.mp4 18.5 MB
• 2. Core Concepts/12. What is data science.vtt 8 KB
• 2. Core Concepts/13. Recap & How do these relate to each other.mp4 10.9 MB
• 2. Core Concepts/13. Recap & How do these relate to each other.vtt 5.2 KB
• 2. Core Concepts/13.1 byds-diagram.pdf.pdf 271.1 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 22.8 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 32.5 MB
• 2. Core Concepts/6. Computer Science - Definition Revisited & The Greatest lie ever SOLD.....vtt 14.6 KB
• 2. Core Concepts/7. What's big data.mp4 24.2 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 43.2 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 12.9 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 25.9 MB
• 3. Impacts, Importance and examples/2. Why is this important now.vtt 10.8 KB
• 3. Impacts, Importance and examples/3. Computers exploding! - The explosive growth of computer power explained..mp4 72.5 MB
• 3. Impacts, Importance and examples/3. Computers exploding! - The explosive growth of computer power explained..vtt 17.3 KB
• 3. Impacts, Importance and examples/4. What problems does Machine Learning Solve.mp4 17.1 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 33.1 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 32.1 MB
• 4. The Machine Learning Process/4. 2 - Identifying, obtaining, and preparing the right data.vtt 17.7 KB
• 4. The Machine Learning Process/5. 3 - Identifying and applying a ML Algorithm.mp4 31.6 MB
• 4. The Machine Learning Process/5. 3 - Identifying and applying a ML Algorithm.vtt 18.2 KB
• 4. The Machine Learning Process/6. 4 - Evaluating the performance of the model and adjusting.mp4 11.4 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 3.4 MB
• 5. How to apply Machine Learning for Data Science/2. Where to begin your journey.vtt 1.5 KB

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