Udemy - Introduction to Machine Learning for Data Science

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name:	Udemy - Introduction to Machine Learning for Data Science
说明: Thank you all for the huge response to this emerging course! We are delighted to have over 20,000 students in over 160 different countries. I'm genuinely touched by the overwhelmingly positive and thoughtful reviews. It's such a privilege to share and introduce this important topic with everyday people in a clear and understandable way. I'm also excited to announce that I have created real closed captions for all course material, so weather you need them due to a hearing impairment, or find it easier to follow long (great for ESL students!)... I've got you covered.
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类别:	Tutorials
语言:	English
总大小:	2.45 GB
哈希信息:	81B528EA70EC88BC19D7A4CDBBDBD807AA8F16E1
增加:	fclab16
加入的日期:	2018-11-25 18:36:21
洪流地位:	Torrent Verified

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文件列表:

文件	大小
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

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Udemy - Introduction to Machine Learning for Data Science