ملف | حجم |
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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 | 36.81 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 | 75.60 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 | 121.31 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 | 8.60 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 | 54.74 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 | 114.56 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 | 56.13 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-pruned.pdf.pdf | 26.36 kB |
12. Section 6 - Bonus course - Machine Learning in Python and Jupyter for Beginners/6.2 tree-overfit.pdf.pdf | 53.91 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 | 101.36 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 | 32.30 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 | 24.29 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/13.1 byds-diagram.pdf.pdf | 271.07 kB |
2. Core Concepts/2. Computer Science - the `Train Wreck' Definition.mp4 | 3.55 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 | 139.00 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 | 9.80 kB |
2. Core Concepts/8. Big Data - Quiz.html | 139.00 B |
2. Core Concepts/9. What is Artificial Intelligence (AI).mp4 | 43.21 MB |
2. Core Concepts/9. What is Artificial Intelligence (AI).vtt | 19.10 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 | 1.10 kB |
3. Impacts, Importance and examples/2. Why is this important now.mp4 | 25.87 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 | 17.10 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 | 33.12 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 | 8.12 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 | 32.14 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 | 31.60 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 | 7.00 kB |
4. The Machine Learning Process/7. 5 - Using and presenting the model.mp4 | 5.30 MB |
4. The Machine Learning Process/7. 5 - Using and presenting the model.vtt | 3.20 kB |
4. The Machine Learning Process/8. Machine Learning - Process.html | 139.00 B |
5. How to apply Machine Learning for Data Science/1. How to apply Machine Learning for Data Science - Overview.mp4 | 5.50 MB |
5. How to apply Machine Learning for Data Science/1. How to apply Machine Learning for Data Science - Overview.vtt | 897.00 B |
5. How to apply Machine Learning for Data Science/2. Where to begin your journey.mp4 | 3.43 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 |
5. How to apply Machine Learning for Data Science/4. Data Science using - R.mp4 | 5.49 MB |
5. How to apply Machine Learning for Data Science/4. Data Science using - R.vtt | 3.31 kB |
5. How to apply Machine Learning for Data Science/5. Data Science using - Python.mp4 | 7.33 MB |
5. How to apply Machine Learning for Data Science/5. Data Science using - Python.vtt | 3.73 kB |
5. How to apply Machine Learning for Data Science/6. Data Science using SQL.mp4 | 5.63 MB |
5. How to apply Machine Learning for Data Science/6. Data Science using SQL.vtt | 2.84 kB |
5. How to apply Machine Learning for Data Science/7. Data Science using Excel.mp4 | 5.03 MB |
5. How to apply Machine Learning for Data Science/7. Data Science using Excel.vtt | 2.93 kB |
5. How to apply Machine Learning for Data Science/8. Data Science using RapidMiner.mp4 | 3.31 MB |
5. How to apply Machine Learning for Data Science/8. Data Science using RapidMiner.vtt | 1.81 kB |
5. How to apply Machine Learning for Data Science/9. Cautionary Tales.mp4 | 4.61 MB |
5. How to apply Machine Learning for Data Science/9. Cautionary Tales.vtt | 2.88 kB |
6. Conclusion/1. All done! What's next.mp4 | 6.22 MB |
6. Conclusion/1. All done! What's next.vtt | 1.15 kB |
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Introduction and Anaconda Installation.mp4 | 77.79 MB |
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Introduction and Anaconda Installation.vtt | 5.90 kB |
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. What will we cover!.mp4 | 96.28 MB |
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. What will we cover!.vtt | 8.02 kB |
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Introduction and Setup.mp4 | 119.75 MB |
7. Section 1 -Bonus course - Machine Learning in Python and Jupyter for Beginners/3. Introduction and Setup.vtt | 9.81 kB |
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Crash course in Python - Beginning concepts.mp4 | 61.63 MB |
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Crash course in Python - Beginning concepts.vtt | 7.34 kB |
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/1.1 python_3.x_cheat_sheet.pdf.pdf | 84.92 kB |
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Crash course in Python - Strings, Slices and Lists!.mp4 | 67.44 MB |
8. Section 2 -Bonus course - Machine Learning in Python and Jupyter for Beginners/2. Crash course in Python - Strings, Slices and Lists!.vtt | 8.43 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 | 52.14 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 | 6.74 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 | 57.04 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 | 6.51 kB |
9. Section 3 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Hands on Running Python.mp4 | 95.34 MB |
9. Section 3 - Bonus course - Machine Learning in Python and Jupyter for Beginners/1. Hands on Running Python.vtt | 11.69 kB |
[FreeCourseLab.com].url | 126.00 B |