Download Udemy - Complete Machine Learning and Data Science: Zero to Mastery Torrent

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Udemy - Complete Machine Learning and Data Science: Zero to Mastery

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1. Introduction

1. Course Outline.mp4	MP4	40.73 MB
1. Course Outline.srt	SRT	9.17 KB
2. Join Our Online Classroom!.html	HTML	2.17 KB
3. Exercise Meet The Community.html	HTML	2.51 KB
4. Your First Day.mp4	MP4	8.24 MB
4. Your First Day.srt	SRT	5.27 KB
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

10. Supervised Learning Classification + Regression

	1. Milestone Projects!.html	HTML	738 B
	Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

11. Milestone Project 1 Supervised Learning (Binary Classification)

1. Section Overview.mp4	MP4	10.19 MB
1. Section Overview.srt	SRT	3.11 KB
10. Preparing Our Data For Machine Learning.mp4	MP4	72.6 MB
10. Preparing Our Data For Machine Learning.srt	SRT	12.02 KB
11. Choosing The Right Models.mp4	MP4	96.42 MB
11. Choosing The Right Models.srt	SRT	12.97 KB
12. Experimenting With Machine Learning Models.mp4	MP4	55.35 MB
12. Experimenting With Machine Learning Models.srt	SRT	9.63 KB
13. TuningImproving Our Model.mp4	MP4	102.78 MB
13. TuningImproving Our Model.srt	SRT	17.64 KB
14. Tuning Hyperparameters.mp4	MP4	108 MB
14. Tuning Hyperparameters.srt	SRT	15.67 KB
15. Tuning Hyperparameters 2.mp4	MP4	104.12 MB
15. Tuning Hyperparameters 2.srt	SRT	15.1 KB
16. Tuning Hyperparameters 3.mp4	MP4	63.01 MB
16. Tuning Hyperparameters 3.srt	SRT	9.92 KB
17. Evaluating Our Model.mp4	MP4	71.6 MB
17. Evaluating Our Model.srt	SRT	15.11 KB
18. Evaluating Our Model 2.mp4	MP4	41.53 MB
18. Evaluating Our Model 2.srt	SRT	7.41 KB
19. Evaluating Our Model 3.mp4	MP4	64.84 MB
19. Evaluating Our Model 3.srt	SRT	11.55 KB
2. Project Overview.mp4	MP4	34.44 MB
2. Project Overview.srt	SRT	10.02 KB
2.1 End-to-end Heart Disease Classification Notebook (same as in videos).html	HTML	207 B
2.2 Structured Data Projects on GitHub.html	HTML	155 B
2.3 End-to-end Heart Disease Classification Notebook (with annotations).html	HTML	201 B
20. Finding The Most Important Features.mp4	MP4	127.49 MB
20. Finding The Most Important Features.srt	SRT	22.33 KB
21. Reviewing The Project.mp4	MP4	86.14 MB
21. Reviewing The Project.srt	SRT	13.81 KB
21.1 End-to-end Heart Disease Classification Notebook (with annotations).html	HTML	201 B
21.2 End-to-end Heart Disease Classification Notebook (same as in videos).html	HTML	207 B
3. Project Environment Setup.mp4	MP4	100.76 MB
3. Project Environment Setup.mp4.jpg	JPG	214.51 KB
3. Project Environment Setup.srt	SRT	14.39 KB
3. Project Environment Setup.txt	TXT	239 B
4. Step 1~4 Framework Setup.mp4	MP4	105.5 MB
4. Step 1~4 Framework Setup.srt	SRT	16.6 KB
5. Getting Our Tools Ready.mp4	MP4	79.36 MB
5. Getting Our Tools Ready.srt	SRT	12.78 KB
6. Exploring Our Data.mp4	MP4	66.88 MB
6. Exploring Our Data.srt	SRT	11.4 KB
6.1 heart-disease.csv.csv	CSV	11.06 KB
7. Finding Patterns.mp4	MP4	63.34 MB
7. Finding Patterns.srt	SRT	13.39 KB
8. Finding Patterns 2.mp4	MP4	99.92 MB
8. Finding Patterns 2.srt	SRT	22.32 KB
9. Finding Patterns 3.mp4	MP4	137.86 MB
9. Finding Patterns 3.srt	SRT	18.88 KB
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

12. Milestone Project 2 Supervised Learning (Time Series Data)

1. Section Overview.mp4	MP4	8.95 MB
1. Section Overview.srt	SRT	1.84 KB
10. Filling Missing Categorical Values.mp4	MP4	66.91 MB
10. Filling Missing Categorical Values.srt	SRT	11.2 KB
11. Fitting A Machine Learning Model.mp4	MP4	55.52 MB
11. Fitting A Machine Learning Model.srt	SRT	10.47 KB
12. Splitting Data.mp4	MP4	82.68 MB
12. Splitting Data.srt	SRT	13.51 KB
13. Custom Evaluation Function.mp4	MP4	103.34 MB
13. Custom Evaluation Function.srt	SRT	16.11 KB
14. Reducing Data.mp4	MP4	93.47 MB
14. Reducing Data.srt	SRT	14.62 KB
15. RandomizedSearchCV.mp4	MP4	85.83 MB
15. RandomizedSearchCV.srt	SRT	12.65 KB
16. Improving Hyperparameters.mp4	MP4	79.29 MB
16. Improving Hyperparameters.srt	SRT	11.03 KB
17. Preproccessing Our Data.mp4	MP4	139.3 MB
17. Preproccessing Our Data.srt	SRT	17.8 KB
18. Making Predictions.mp4	MP4	79.21 MB
18. Making Predictions.srt	SRT	11.37 KB
19. Feature Importance.mp4	MP4	142.3 MB
19. Feature Importance.srt	SRT	17.26 KB
19.1 End-to-end Bluebook Bulldozer Regression Notebook (with annotations).html	HTML	208 B
19.2 End-to-end Bluebook Bulldozer Regression Notebook (same as in videos).html	HTML	214 B
2. Project Overview.mp4	MP4	32.94 MB
2. Project Overview.srt	SRT	6.66 KB
2.1 End-to-end Bluebook Bulldozer Regression Notebook (same as in videos).html	HTML	214 B
2.2 Kaggle Bluebook for Bulldozers Competition.html	HTML	118 B
2.3 End-to-end Bluebook Bulldozer Regression Notebook (with annotations).html	HTML	208 B
2.4 Structured Data Projects on GitHub.html	HTML	155 B
3. Project Environment Setup.mp4	MP4	101.27 MB
3. Project Environment Setup.srt	SRT	15.91 KB
4. Step 1~4 Framework Setup.mp4	MP4	85.69 MB
4. Step 1~4 Framework Setup.srt	SRT	12.44 KB
5. Exploring Our Data.mp4	MP4	137.81 MB
5. Exploring Our Data.srt	SRT	19.97 KB
6. Exploring Our Data 2.mp4	MP4	52.04 MB
6. Exploring Our Data 2.srt	SRT	8.6 KB
7. Feature Engineering.mp4	MP4	159.14 MB
7. Feature Engineering.srt	SRT	22.13 KB
8. Turning Data Into Numbers.mp4	MP4	146.17 MB
8. Turning Data Into Numbers.srt	SRT	22.32 KB
9. Filling Missing Numerical Values.mp4	MP4	106.34 MB
9. Filling Missing Numerical Values.srt	SRT	16.94 KB
9.1 Pandas Categorical Datatype Documentation.html	HTML	143 B
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

13. Data Engineering

1. Data Engineering Introduction.mp4	MP4	13.5 MB
1. Data Engineering Introduction.srt	SRT	4.25 KB
10. Optional Learn SQL.html	HTML	410 B
11. Hadoop, HDFS and MapReduce.mp4	MP4	10.11 MB
11. Hadoop, HDFS and MapReduce.srt	SRT	4.7 KB
12. Apache Spark and Apache Flink.mp4	MP4	5.76 MB
12. Apache Spark and Apache Flink.srt	SRT	2.31 KB
13. Kafka and Stream Processing.mp4	MP4	19.25 MB
13. Kafka and Stream Processing.srt	SRT	5.05 KB
2. What Is Data.mp4	MP4	42.22 MB
2. What Is Data.srt	SRT	7.62 KB
2.1 Kaggle.html	HTML	92 B
3. What Is A Data Engineer.mp4	MP4	15.16 MB
3. What Is A Data Engineer.srt	SRT	4.9 KB
4. What Is A Data Engineer 2.mp4	MP4	24.24 MB
4. What Is A Data Engineer 2.srt	SRT	6.33 KB
5. What Is A Data Engineer 3.mp4	MP4	24.29 MB
5. What Is A Data Engineer 3.srt	SRT	5.41 KB
6. What Is A Data Engineer 4.mp4	MP4	14.93 MB
6. What Is A Data Engineer 4.srt	SRT	3.86 KB
7. Types Of Databases.mp4	MP4	32.55 MB
7. Types Of Databases.srt	SRT	8.37 KB
7.1 A Primer on ACID Transactions.html	HTML	117 B
7.2 OLTP vs OLAP.html	HTML	126 B
8. Quick Note Upcoming Video.html	HTML	481 B
9. Optional OLTP Databases.mp4	MP4	79.68 MB
9. Optional OLTP Databases.srt	SRT	12.11 KB
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

14. UPLOADED BY FEB 7! - Neural Networks Deep Learning + Transfer Learning

	1. This section will be done by FEB 7th.html	HTML	202 B
	Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

15. UPLOADED BY FEB 7! - TensorFlow 2.0

1. This section will be done by FEB 7th.html

HTML

202 B

16. UPLOADED BY FEB 14th Storytelling + Communication How To Present Your Projects

1. This section will be done by FEB 14th.html

HTML

203 B

17. Career Advice + Extra Bits

1. Endorsements On LinkedIn.html	HTML	688 B
10. CWD Git + Github 2.mp4	MP4	118.35 MB
10. CWD Git + Github 2.srt	SRT	18.25 KB
11. Contributing To Open Source.mp4	MP4	130.25 MB
11. Contributing To Open Source.srt	SRT	17.13 KB
12. Contributing To Open Source 2.mp4	MP4	113.05 MB
12. Contributing To Open Source 2.srt	SRT	10.18 KB
13. Coding Challenges.html	HTML	948 B
14. Exercise Contribute To Open Source.html	HTML	1.43 KB
2. Quick Note Upcoming Video.html	HTML	587 B
3. What If I Don_t Have Enough Experience.mp4	MP4	160.95 MB
3. What If I Don_t Have Enough Experience.srt	SRT	19.98 KB
4. Learning Guideline.html	HTML	310 B
5. Quick Note Upcoming Videos.html	HTML	565 B
6. JTS Learn to Learn.mp4	MP4	11.14 MB
6. JTS Learn to Learn.srt	SRT	2.49 KB
7. JTS Start With Why.mp4	MP4	15.43 MB
7. JTS Start With Why.srt	SRT	2.96 KB
8. Quick Note Upcoming Videos.html	HTML	352 B
9. CWD Git + Github.mp4	MP4	176.11 MB
9. CWD Git + Github.srt	SRT	21.17 KB

18. Learn Python

1. What Is A Programming Language.mp4	MP4	104.77 MB
1. What Is A Programming Language.srt	SRT	7.04 KB
10. Numbers.mp4	MP4	72.71 MB
10. Numbers.srt	SRT	11.13 KB
10.1 Floating point numbers.html	HTML	104 B
11. Math Functions.mp4	MP4	41.82 MB
11. Math Functions.srt	SRT	5.43 KB
12. DEVELOPER FUNDAMENTALS I.mp4	MP4	59.71 MB
12. DEVELOPER FUNDAMENTALS I.srt	SRT	5.22 KB
13. Operator Precedence.mp4	MP4	14.43 MB
13. Operator Precedence.srt	SRT	3.5 KB
13.1 Exercise Repl.html	HTML	106 B
14. Exercise Operator Precedence.html	HTML	683 B
14.1 Exercise Repl.html	HTML	106 B
15. Optional bin() and complex.mp4	MP4	21.9 MB
15. Optional bin() and complex.srt	SRT	4.8 KB
15.1 Base Numbers.html	HTML	111 B
16. Variables.mp4	MP4	93.56 MB
16. Variables.srt	SRT	16.04 KB
16.1 Python Keywords.html	HTML	117 B
17. Expressions vs Statements.mp4	MP4	10.97 MB
17. Expressions vs Statements.srt	SRT	1.72 KB
18. Augmented Assignment Operator.mp4	MP4	15.32 MB
18. Augmented Assignment Operator.srt	SRT	2.95 KB
18.1 Exercise Repl.html	HTML	116 B
19. Strings.mp4	MP4	30.98 MB
19. Strings.srt	SRT	6.29 KB
2. Python Interpreter.mp4	MP4	93.47 MB
2. Python Interpreter.srt	SRT	8.3 KB
20. String Concatenation.mp4	MP4	7.34 MB
20. String Concatenation.srt	SRT	1.42 KB
21. Type Conversion.mp4	MP4	18.99 MB
21. Type Conversion.srt	SRT	3.09 KB
22. Escape Sequences.mp4	MP4	23.15 MB
22. Escape Sequences.srt	SRT	5.01 KB
23. Formatted Strings.mp4	MP4	49.26 MB
23. Formatted Strings.srt	SRT	8.84 KB
23.1 Exercise Repl.html	HTML	104 B
24. String Indexes.mp4	MP4	49.15 MB
24. String Indexes.srt	SRT	9.21 KB
24.1 Exercise Repl.html	HTML	101 B
25. Immutability.mp4	MP4	20.8 MB
25. Immutability.srt	SRT	3.5 KB
26. Built-In Functions + Methods.mp4	MP4	69.39 MB
26. Built-In Functions + Methods.srt	SRT	10.27 KB
26.1 Built in Functions.html	HTML	109 B
26.2 String Methods.html	HTML	115 B
27. Booleans.mp4	MP4	16.55 MB
27. Booleans.srt	SRT	3.94 KB
28. Exercise Type Conversion.mp4	MP4	50.34 MB
28. Exercise Type Conversion.srt	SRT	8.58 KB
29. DEVELOPER FUNDAMENTALS II.mp4	MP4	29.25 MB
29. DEVELOPER FUNDAMENTALS II.srt	SRT	5.3 KB
29.1 Python Comments Best Practices.html	HTML	106 B
3. How To Run Python Code.mp4	MP4	63.9 MB
3. How To Run Python Code.srt	SRT	6.46 KB
30. Exercise Password Checker.mp4	MP4	51.09 MB
30. Exercise Password Checker.srt	SRT	7.89 KB
31. Lists.mp4	MP4	21.96 MB
31. Lists.srt	SRT	5.57 KB
32. List Slicing.mp4	MP4	49.86 MB
32. List Slicing.srt	SRT	8.5 KB
32.1 Exercise Repl.html	HTML	92 B
33. Matrix.mp4	MP4	19.15 MB
33. Matrix.srt	SRT	4.13 KB
33.1 Exercise Repl.html	HTML	93 B
34. List Methods.mp4	MP4	61.75 MB
34. List Methods.srt	SRT	10.75 KB
34.1 List Methods.html	HTML	113 B
35. List Methods 2.mp4	MP4	27.41 MB
35. List Methods 2.srt	SRT	4.48 KB
35.1 Exercise Repl.html	HTML	94 B
35.2 Python Keywords.html	HTML	117 B
36. List Methods 3.mp4	MP4	27.66 MB
36. List Methods 3.srt	SRT	5.01 KB
37. Common List Patterns.mp4	MP4	40.47 MB
37. Common List Patterns.srt	SRT	5.83 KB
37.1 Exercise Repl.html	HTML	94 B
38. List Unpacking.mp4	MP4	13.87 MB
38. List Unpacking.srt	SRT	2.91 KB
39. None.mp4	MP4	7.93 MB
39. None.srt	SRT	2.19 KB
4. Our First Python Program.mp4	MP4	47.2 MB
4. Our First Python Program.srt	SRT	9.03 KB
40. Dictionaries.mp4	MP4	32.7 MB
40. Dictionaries.srt	SRT	7.09 KB
41. DEVELOPER FUNDAMENTALS III.mp4	MP4	26.63 MB
41. DEVELOPER FUNDAMENTALS III.srt	SRT	3.59 KB
42. Dictionary Keys.mp4	MP4	20.37 MB
42. Dictionary Keys.srt	SRT	4.17 KB
43. Dictionary Methods.mp4	MP4	27.17 MB
43. Dictionary Methods.srt	SRT	5.26 KB
43.1 Dictionary Methods.html	HTML	119 B
44. Dictionary Methods 2.mp4	MP4	42.39 MB
44. Dictionary Methods 2.srt	SRT	7.14 KB
44.1 Exercise Repl.html	HTML	97 B
45. Tuples.mp4	MP4	25.65 MB
45. Tuples.srt	SRT	5.69 KB
46. Tuples 2.mp4	MP4	16.99 MB
46. Tuples 2.srt	SRT	3.08 KB
46.1 Tuple Methods.html	HTML	114 B
47. Sets.mp4	MP4	36.98 MB
47. Sets.srt	SRT	8.43 KB
48. Sets 2.mp4	MP4	64.26 MB
48. Sets 2.srt	SRT	9.24 KB
48.1 Sets Methods.html	HTML	112 B
48.2 Exercise Repl.html	HTML	91 B
5. Python 2 vs Python 3.mp4	MP4	82.14 MB
5. Python 2 vs Python 3.srt	SRT	8.17 KB
5.1 Python 2 vs Python 3.html	HTML	161 B
5.2 The Story of Python.html	HTML	104 B
6. Exercise How Does Python Work.mp4	MP4	25.96 MB
6. Exercise How Does Python Work.srt	SRT	2.85 KB
7. Learning Python.mp4	MP4	38.52 MB
7. Learning Python.srt	SRT	2.59 KB
8. Python Data Types.mp4	MP4	28.85 MB
8. Python Data Types.srt	SRT	5.22 KB
9. How To Succeed.html	HTML	280 B
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

19. Learn Python Part 2

1. Breaking The Flow.srt	SRT	2.98 KB
10. For Loops.srt	SRT	7.53 KB
11. Iterables.srt	SRT	6.85 KB
12. Exercise Tricky Counter.srt	SRT	3.58 KB
12.1 Solution Repl.html	HTML	92 B
13. range().srt	SRT	5.86 KB
14. enumerate().srt	SRT	4.56 KB
15. While Loops.srt	SRT	7.36 KB
16. While Loops 2.srt	SRT	6.42 KB
17. break, continue, pass.srt	SRT	5.25 KB
18. Our First GUI.srt	SRT	10.37 KB
18.1 Solution Repl.html	HTML	99 B
18.2 Exercise Repl.html	HTML	99 B
19. DEVELOPER FUNDAMENTALS IV.srt	SRT	7.82 KB
2. Conditional Logic.srt	SRT	15.66 KB
20. Exercise Find Duplicates.srt	SRT	4.39 KB
20.1 Solution Repl.html	HTML	102 B
21. Functions.srt	SRT	9.2 KB
22. Parameters and Arguments.srt	SRT	4.88 KB
23. Default Parameters and Keyword Arguments.srt	SRT	5.98 KB
24. return.srt	SRT	14.97 KB
25. Exercise Tesla.html	HTML	402 B
26. Methods vs Functions.srt	SRT	5.25 KB
27. Docstrings.srt	SRT	4.28 KB
28. Clean Code.srt	SRT	5.36 KB
29. args and kwargs.srt	SRT	8.09 KB
3. Indentation In Python.srt	SRT	5.27 KB
30. Exercise Functions.mp4	MP4	21.85 MB
30. Exercise Functions.srt	SRT	4.69 KB
30.1 Solution Repl.html	HTML	108 B
31. Scope.srt	SRT	3.82 KB
32. Scope Rules.srt	SRT	8.48 KB
33. global Keyword.srt	SRT	6.67 KB
34. nonlocal Keyword.srt	SRT	4.07 KB
34.1 Solution Repl.html	HTML	95 B
35. Why Do We Need Scope.srt	SRT	4.77 KB
36. Pure Functions.srt	SRT	10.06 KB
37. map().srt	SRT	6.29 KB
38. filter().srt	SRT	5.05 KB
39. zip().srt	SRT	3.26 KB
4. Truthy vs Falsey.srt	SRT	5.99 KB
4.1 Truthy vs Falsey Stackoverflow.html	HTML	170 B
40. reduce().srt	SRT	8.39 KB
41. List Comprehensions.srt	SRT	9.38 KB
42. Set Comprehensions.srt	SRT	6.58 KB
43. Exercise Comprehensions.mp4	MP4	21.96 MB
43. Exercise Comprehensions.srt	SRT	4.94 KB
43.1 Solution Repl.html	HTML	102 B
43.2 Exercise Repl.html	HTML	100 B
44. Python Exam Testing Your Understanding.html	HTML	1.12 KB
45. Modules in Python.srt	SRT	12.67 KB
46. Quick Note Upcoming Videos.html	HTML	448 B
47. Optional PyCharm.srt	SRT	10.51 KB
48. Packages in Python.srt	SRT	12.45 KB
49. Different Ways To Import.srt	SRT	7.49 KB
5. Ternary Operator.srt	SRT	4.81 KB
50. Next Steps.html	HTML	959 B
6. Short Circuiting.srt	SRT	4.47 KB
7. Logical Operators.srt	SRT	8.1 KB
8. Exercise Logical Operators.srt	SRT	8.4 KB
9. is vs ==.srt	SRT	8.12 KB
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

2. Machine Learning 101

1. What Is Machine Learning.mp4	MP4	16.92 MB
1. What Is Machine Learning.srt	SRT	8.67 KB
2. AIMachine LearningData Science.mp4	MP4	19.67 MB
2. AIMachine LearningData Science.srt	SRT	6.36 KB
3. Exercise Machine Learning Playground.mp4	MP4	42.6 MB
3. Exercise Machine Learning Playground.srt	SRT	8.09 KB
3.1 Teachable Machine.html	HTML	101 B
4. How Did We Get Here.mp4	MP4	30.5 MB
4. How Did We Get Here.srt	SRT	7.07 KB
5. Exercise YouTube Recommendation Engine.mp4	MP4	19.43 MB
5. Exercise YouTube Recommendation Engine.srt	SRT	5.65 KB
5.1 Machine Learning Playground.html	HTML	88 B
6. Types of Machine Learning.mp4	MP4	22.75 MB
6. Types of Machine Learning.srt	SRT	5.27 KB
7. Are You Getting It Yet.html	HTML	160 B
8. What Is Machine Learning Round 2.mp4	MP4	25.52 MB
8. What Is Machine Learning Round 2.srt	SRT	6.07 KB
9. Section Review.mp4	MP4	2.52 MB
9. Section Review.srt	SRT	2.34 KB

20. Bonus Learn Advanced Statistics and Mathematics for FREE!

	1. Statistics and Mathematics.html	HTML	710 B
	Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

21. Where To Go From Here

1. Become An Alumni.html	HTML	944 B
2. Thank You.mp4	MP4	11.12 MB
2. Thank You.srt	SRT	3.64 KB
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

22. Extras

	1. Bonus Special Thank You Gift.html	HTML	1.59 KB
	Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

3. Machine Learning and Data Science Framework

1. Section Overview.mp4	MP4	13.35 MB
1. Section Overview.srt	SRT	4.65 KB
10. Modelling - Tuning.mp4	MP4	15.98 MB
10. Modelling - Tuning.srt	SRT	4.86 KB
11. Modelling - Comparison.mp4	MP4	44.88 MB
11. Modelling - Comparison.srt	SRT	13.09 KB
12. Experimentation.mp4	MP4	21.33 MB
12. Experimentation.srt	SRT	4.98 KB
13. Tools We Will Use.mp4	MP4	27.33 MB
13. Tools We Will Use.srt	SRT	5.99 KB
14. Optional Elements of AI.html	HTML	975 B
2. Introducing Our Framework.mp4	MP4	11.39 MB
2. Introducing Our Framework.srt	SRT	3.7 KB
3. 6 Step Machine Learning Framework.mp4	MP4	23.46 MB
3. 6 Step Machine Learning Framework.srt	SRT	6.63 KB
3.1 A 6 Step Field Guide for Machine Learning Modelling (blog post).html	HTML	147 B
4. Types of Machine Learning Problems.mp4	MP4	60.5 MB
4. Types of Machine Learning Problems.srt	SRT	13.98 KB
5. Types of Data.mp4	MP4	29.33 MB
5. Types of Data.srt	SRT	6.52 KB
6. Types of Evaluation.mp4	MP4	17.76 MB
6. Types of Evaluation.srt	SRT	4.33 KB
7. Features In Data.mp4	MP4	36.78 MB
7. Features In Data.srt	SRT	6.75 KB
8. Modelling - Splitting Data.mp4	MP4	27.51 MB
8. Modelling - Splitting Data.srt	SRT	7.71 KB
9. Modelling - Picking the Model.mp4	MP4	23.24 MB
9. Modelling - Picking the Model.srt	SRT	6.21 KB

4. The 2 Paths

1. The 2 Paths.mp4	MP4	9.76 MB
1. The 2 Paths.srt	SRT	4.71 KB
2. Python Developer Monthly.html	HTML	476 B

5. Data Science Environment Setup

1. Section Overview.mp4	MP4	2.27 MB
1. Section Overview.srt	SRT	2.12 KB
10. Jupyter Notebook Walkthrough.mp4	MP4	67.35 MB
10. Jupyter Notebook Walkthrough.srt	SRT	15.14 KB
10.1 heart-disease.csv.csv	CSV	11.06 KB
10.2 Dataquest Jupyter Notebook for Beginners Tutorial.html	HTML	117 B
10.3 Jupyter Notebook documentation.html	HTML	111 B
11. Jupyter Notebook Walkthrough 2.mp4	MP4	103.9 MB
11. Jupyter Notebook Walkthrough 2.srt	SRT	22.48 KB
12. Jupyter Notebook Walkthrough 3.mp4	MP4	37.94 MB
12. Jupyter Notebook Walkthrough 3.srt	SRT	11.49 KB
2. Introducing Our Tools.mp4	MP4	19.29 MB
2. Introducing Our Tools.srt	SRT	4.34 KB
3. What is Conda.mp4	MP4	12.49 MB
3. What is Conda.srt	SRT	3.41 KB
3.1 Getting your computer ready for machine learning How, what and why you should use Anaconda, Miniconda and Conda (blog post).html	HTML	167 B
3.2 Conda documentation.html	HTML	93 B
3.3 Getting started with Conda (documentation).html	HTML	139 B
3.4 conda-cheatsheet.pdf.pdf	PDF	201.29 KB
4. Conda Environments.mp4	MP4	30.56 MB
4. Conda Environments.srt	SRT	6.15 KB
5. Mac Environment Setup.mp4	MP4	144.39 MB
5. Mac Environment Setup.srt	SRT	23.93 KB
5.1 Miniconda download documentation.html	HTML	107 B
6. Mac Environment Setup 2.mp4	MP4	125.46 MB
6. Mac Environment Setup 2.srt	SRT	20.69 KB
7. Windows Environment Setup.mp4	MP4	47.92 MB
7. Windows Environment Setup.srt	SRT	7.62 KB
7.1 Miniconda download documentation.html	HTML	107 B
8. Windows Environment Setup 2.mp4	MP4	227.6 MB
8. Windows Environment Setup 2.srt	SRT	31.61 KB
9. Linux Environment Setup.html	HTML	1.03 KB

6. Pandas Data Analysis

1. Section Overview.mp4	MP4	10.88 MB
1. Section Overview.srt	SRT	3.75 KB
10. Manipulating Data 2.mp4	MP4	86.53 MB
10. Manipulating Data 2.srt	SRT	13.85 KB
10.1 pandas-anatomy-of-a-dataframe.png.png	PNG	333.24 KB
11. Manipulating Data 3.mp4	MP4	91.02 MB
11. Manipulating Data 3.srt	SRT	13.71 KB
11.1 Introduction to Pandas Jupyter Notebook (with annotations).html	HTML	185 B
11.2 Introduction to Pandas Jupyter Notebook (from the videos).html	HTML	191 B
12. Assignment Pandas Practice.html	HTML	2.05 KB
13. How To Download The Course Assignments.mp4	MP4	66.78 MB
13. How To Download The Course Assignments.srt	SRT	11.06 KB
13.1 Course notebooks - Github.html	HTML	108 B
13.2 Google Colab.html	HTML	95 B
2. Downloading Workbooks and Assignments.html	HTML	774 B
3. Pandas Introduction.mp4	MP4	27.44 MB
3.1 Pandas Documentation.html	HTML	106 B
3.2 Introduction to Pandas Jupyter Notebook (with annotations).html	HTML	185 B
3.3 Introduction to Pandas Jupyter Notebook (from the upcoming videos).html	HTML	191 B
3.4 10-minutes to pandas (from the pandas documentation).html	HTML	132 B
4. Series, Data Frames and CSVs.srt	SRT	16.82 KB
4.1 pandas-anatomy-of-a-dataframe.png.png	PNG	333.24 KB
5. Data from URLs.html	HTML	1.09 KB
6. Describing Data with Pandas.srt	SRT	13.58 KB
7. Selecting and Viewing Data with Pandas.srt	SRT	14.59 KB
7.1 car-sales.csv.csv	CSV	369 B
8. Selecting and Viewing Data with Pandas Part 2.srt	SRT	17.92 KB
9. Manipulating Data.mp4	MP4	104.99 MB
9. Manipulating Data.srt	SRT	18.07 KB
9.1 car-sales-extended-missing-data.csv.csv	CSV	30.2 KB
9.2 Jake VanderPlas_s Data Manipulation with Pandas.html	HTML	146 B

7. NumPy

1. Section Overview.mp4	MP4	13.32 MB
1. Section Overview.srt	SRT	3.11 KB
10. Standard Deviation and Variance.mp4	MP4	51.16 MB
10. Standard Deviation and Variance.srt	SRT	9.35 KB
10.1 Standard deviation and variance explained.html	HTML	116 B
11. Reshape and Transpose.mp4	MP4	53.53 MB
11. Reshape and Transpose.srt	SRT	9.53 KB
12. Dot Product vs Element Wise.mp4	MP4	83.93 MB
12. Dot Product vs Element Wise.srt	SRT	15.34 KB
12.1 Matrix Multiplication Explained.html	HTML	119 B
13. Exercise Nut Butter Store Sales.mp4	MP4	91.32 MB
13. Exercise Nut Butter Store Sales.srt	SRT	16.96 KB
14. Comparison Operators.mp4	MP4	26.37 MB
14. Comparison Operators.srt	SRT	5.26 KB
15. Sorting Arrays.mp4	MP4	32.83 MB
15. Sorting Arrays.srt	SRT	8.8 KB
16. Turn Images Into NumPy Arrays.mp4	MP4	85.91 MB
16. Turn Images Into NumPy Arrays.srt	SRT	10.42 KB
16.1 Introduction to NumPy Jupyter Notebook (with annotations).html	HTML	184 B
16.2 numpy-images.zip.zip	ZIP	7.27 MB
16.3 Introduction to NumPy Jupyter Notebook (from the videos).html	HTML	190 B
17. Assignment NumPy Practice.html	HTML	2.17 KB
18. Optional Extra NumPy resources.html	HTML	1.02 KB
2. NumPy Introduction.mp4	MP4	26.84 MB
2. NumPy Introduction.srt	SRT	7.5 KB
2.1 NumPy Documentation.html	HTML	83 B
2.2 Introduction to NumPy Jupyter Notebook (from the upcoming videos).html	HTML	190 B
2.3 Introduction to NumPy Jupyter Notebook (with annotations).html	HTML	184 B
3. Quick Note Correction In Next Video.html	HTML	1.25 KB
4. NumPy DataTypes and Attributes.mp4	MP4	78.99 MB
4. NumPy DataTypes and Attributes.srt	SRT	19.19 KB
5. Creating NumPy Arrays.mp4	MP4	66.77 MB
5. Creating NumPy Arrays.srt	SRT	12.44 KB
6. NumPy Random Seed.mp4	MP4	51.92 MB
6. NumPy Random Seed.srt	SRT	9.72 KB
7. Viewing Arrays and Matrices.mp4	MP4	70.64 MB
7. Viewing Arrays and Matrices.srt	SRT	12.89 KB
8. Manipulating Arrays.mp4	MP4	80.65 MB
8. Manipulating Arrays.srt	SRT	16.17 KB
8.1 Standard deviation and variance explained.html	HTML	116 B
9. Manipulating Arrays 2.mp4	MP4	67.9 MB
9. Manipulating Arrays 2.srt	SRT	11.49 KB
9.1 Standard deviation and variance explained.html	HTML	116 B
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

8. Matplotlib + Seaborn Plotting and Data Visualization

1. Section Overview.mp4	MP4	8.6 MB
1. Section Overview.srt	SRT	2.69 KB
10. Quick Note Regular Expressions.html	HTML	632 B
11. Plotting From Pandas DataFrames 2.mp4	MP4	98.8 MB
11. Plotting From Pandas DataFrames 2.srt	SRT	13.63 KB
12. Plotting from Pandas DataFrames 3.mp4	MP4	74.71 MB
12. Plotting from Pandas DataFrames 3.srt	SRT	11.46 KB
13. Plotting from Pandas DataFrames 4.mp4	MP4	49 MB
13. Plotting from Pandas DataFrames 4.srt	SRT	9.41 KB
13.1 heart-disease.csv.csv	CSV	11.06 KB
14. Plotting from Pandas DataFrames 5.mp4	MP4	56.97 MB
14. Plotting from Pandas DataFrames 5.srt	SRT	11.63 KB
15. Plotting from Pandas DataFrames 6.mp4	MP4	82.04 MB
15. Plotting from Pandas DataFrames 6.srt	SRT	11.08 KB
16. Plotting from Pandas DataFrames 7.mp4	MP4	119.75 MB
16. Plotting from Pandas DataFrames 7.srt	SRT	14.95 KB
17. Customizing Your Plots.mp4	MP4	92.21 MB
17. Customizing Your Plots.srt	SRT	13.95 KB
18. Customizing Your Plots 2.mp4	MP4	123.66 MB
18. Customizing Your Plots 2.srt	SRT	13.29 KB
19. Saving And Sharing Your Plots.mp4	MP4	49.52 MB
19. Saving And Sharing Your Plots.srt	SRT	5.83 KB
19.1 Introduction to Matplotlib Notebook (from the videos).html	HTML	195 B
2. Matplotlib Introduction.mp4	MP4	31.51 MB
2. Matplotlib Introduction.srt	SRT	8.03 KB
2.1 Introduction to Matplotlib Jupyter Notebook (from the upcoming videos).html	HTML	195 B
2.2 Matplotlib Documentation.html	HTML	103 B
20. Assignment Matplotlib Practice.html	HTML	2.05 KB
3. Importing And Using Matplotlib.mp4	MP4	86.45 MB
3. Importing And Using Matplotlib.srt	SRT	16.05 KB
4. Anatomy Of A Matplotlib Figure.mp4	MP4	82.15 MB
4. Anatomy Of A Matplotlib Figure.srt	SRT	14.16 KB
4.1 matplotlib-anatomy-of-a-plot.png.png	PNG	369.39 KB
4.2 matplotlib-anatomy-of-a-plot-with-code.png.png	PNG	654.77 KB
5. Scatter Plot And Bar Plot.mp4	MP4	67.03 MB
5. Scatter Plot And Bar Plot.srt	SRT	14.67 KB
6. Histograms And Subplots.mp4	MP4	69.75 MB
6. Histograms And Subplots.srt	SRT	12.44 KB
7. Subplots Option 2.mp4	MP4	38.09 MB
7. Subplots Option 2.srt	SRT	6.4 KB
8. Quick Tip Data Visualizations.mp4	MP4	12.25 MB
8. Quick Tip Data Visualizations.srt	SRT	2.34 KB
9. Plotting From Pandas DataFrames.mp4	MP4	60.35 MB
9. Plotting From Pandas DataFrames.srt	SRT	9.02 KB
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

9. Scikit-learn Creating Machine Learning Models

1. Section Overview.mp4	MP4	12.46 MB
1. Section Overview.srt	SRT	4.1 KB
10. Quick Tip Clean, Transform, Reduce.mp4	MP4	16.54 MB
10. Quick Tip Clean, Transform, Reduce.srt	SRT	6.42 KB
11. Getting Your Data Ready Convert Data To Numbers.mp4	MP4	135.02 MB
11. Getting Your Data Ready Convert Data To Numbers.srt	SRT	22.71 KB
12. Getting Your Data Ready Handling Missing Values With Pandas.mp4	MP4	104.84 MB
12. Getting Your Data Ready Handling Missing Values With Pandas.srt	SRT	16.94 KB
13. Getting Your Data Ready Handling Missing Values With Scikit-learn.mp4	MP4	136.89 MB
13. Getting Your Data Ready Handling Missing Values With Scikit-learn.srt	SRT	23.13 KB
14. Choosing The Right Model For Your Data.mp4	MP4	143.26 MB
14. Choosing The Right Model For Your Data.srt	SRT	21.38 KB
14.1 Scikit-Learn machine learning map (how to choose the right machine learning model).html	HTML	133 B
15. Choosing The Right Model For Your Data 2 (Regression).mp4	MP4	86.92 MB
15. Choosing The Right Model For Your Data 2 (Regression).srt	SRT	11.98 KB
16. Quick Note Decision Trees.html	HTML	221 B
17. Quick Tip How ML Algorithms Work.srt	SRT	1.91 KB
18. Choosing The Right Model For Your Data 3 (Classification).mp4	MP4	118.84 MB
18. Choosing The Right Model For Your Data 3 (Classification).srt	SRT	17.13 KB
19. Fitting A Model To The Data.mp4	MP4	56.56 MB
19. Fitting A Model To The Data.srt	SRT	9.33 KB
2. Scikit-learn Introduction.mp4	MP4	40.63 MB
2. Scikit-learn Introduction.srt	SRT	10.6 KB
2.1 Introduction to Scikit-Learn Jupyter Notebook (from the upcoming videos).html	HTML	197 B
2.2 Scikit-Learn Documentation.html	HTML	108 B
2.3 Introduction to Scikit-Learn Jupyter Notebook (with annotations).html	HTML	191 B
20. Making Predictions With Our Model.mp4	MP4	66.5 MB
20. Making Predictions With Our Model.srt	SRT	12.08 KB
21. predict() vs predict_proba().mp4	MP4	54.33 MB
21. predict() vs predict_proba().srt	SRT	11.56 KB
22. Making Predictions With Our Model (Regression).mp4	MP4	44.91 MB
22. Making Predictions With Our Model (Regression).srt	SRT	9.13 KB
23. Evaluating A Machine Learning Model (Score).mp4	MP4	87.13 MB
23. Evaluating A Machine Learning Model (Score).srt	SRT	12.86 KB
24. Evaluating A Machine Learning Model 2 (Cross Validation).mp4	MP4	95.97 MB
24. Evaluating A Machine Learning Model 2 (Cross Validation).srt	SRT	17.25 KB
25. Evaluating A Classification Model 1 (Accuracy).mp4	MP4	31.41 MB
25. Evaluating A Classification Model 1 (Accuracy).srt	SRT	5.87 KB
26. Evaluating A Classification Model 2 (ROC Curve).mp4	MP4	66.03 MB
26. Evaluating A Classification Model 2 (ROC Curve).srt	SRT	12.28 KB
27. Evaluating A Classification Model 3 (ROC Curve).mp4	MP4	50.61 MB
27. Evaluating A Classification Model 3 (ROC Curve).srt	SRT	10.04 KB
28. Evaluating A Classification Model 4 (Confusion Matrix).mp4	MP4	77.72 MB
28. Evaluating A Classification Model 4 (Confusion Matrix).srt	SRT	15.11 KB
29. Evaluating A Classification Model 5 (Confusion Matrix).mp4	MP4	63.59 MB
29. Evaluating A Classification Model 5 (Confusion Matrix).srt	SRT	11.2 KB
3. Quick Note Upcoming Video.html	HTML	390 B
30. Evaluating A Classification Model 6 (Classification Report).mp4	MP4	87.24 MB
30. Evaluating A Classification Model 6 (Classification Report).srt	SRT	14.56 KB
31. Evaluating A Regression Model 1 (R2 Score).mp4	MP4	70.39 MB
31. Evaluating A Regression Model 1 (R2 Score).srt	SRT	12.01 KB
32. Evaluating A Regression Model 2 (MAE).srt	SRT	5.7 KB
33. Evaluating A Regression Model 3 (MSE).mp4	MP4	54.9 MB
33. Evaluating A Regression Model 3 (MSE).srt	SRT	9.23 KB
34. Machine Learning Model Evaluation.html	HTML	7.12 KB
35. Evaluating A Model With Cross Validation and Scoring Parameter.mp4	MP4	91.49 MB
35. Evaluating A Model With Cross Validation and Scoring Parameter.srt	SRT	17.96 KB
36. Evaluating A Model With Scikit-learn Functions.mp4	MP4	94.82 MB
36. Evaluating A Model With Scikit-learn Functions.srt	SRT	16.32 KB
37. Improving A Machine Learning Model.mp4	MP4	90.93 MB
37. Improving A Machine Learning Model.srt	SRT	14.86 KB
38. Tuning Hyperparameters.mp4	MP4	175.53 MB
38. Tuning Hyperparameters.srt	SRT	30.54 KB
39. Tuning Hyperparameters 2.mp4	MP4	116.77 MB
39. Tuning Hyperparameters 2.srt	SRT	16.97 KB
4. Refresher What Is Machine Learning.mp4	MP4	88.27 MB
4. Refresher What Is Machine Learning.srt	SRT	6.33 KB
40. Tuning Hyperparameters 3.mp4	MP4	121.76 MB
40. Tuning Hyperparameters 3.srt	SRT	18.78 KB
41. Quick Tip Correlation Analysis.srt	SRT	3.09 KB
42. Saving And Loading A Model.mp4	MP4	52.6 MB
42. Saving And Loading A Model.srt	SRT	9.85 KB
43. Saving And Loading A Model 2.mp4	MP4	56.77 MB
43. Saving And Loading A Model 2.srt	SRT	8.98 KB
44. Putting It All Together.mp4	MP4	158.35 MB
44. Putting It All Together.srt	SRT	26.43 KB
45. Putting It All Together 2.mp4	MP4	116.85 MB
45. Putting It All Together 2.srt	SRT	16.11 KB
45.1 Introduction to Scikit-Learn Jupyter Notebook (with annotations).html	HTML	191 B
45.2 Introduction to Scikit-Learn Jupyter Notebook (from the videos).html	HTML	197 B
46. Scikit-Learn Practice.html	HTML	2.07 KB
5. Quick Note Upcoming Videos.html	HTML	1018 B
6. Scikit-learn Cheatsheet.mp4	MP4	75.13 MB
6. Scikit-learn Cheatsheet.srt	SRT	10.08 KB
6.1 Scikit-Learn Reference Notebook.html	HTML	194 B
7. Typical scikit-learn Workflow.mp4	MP4	190.18 MB
7. Typical scikit-learn Workflow.srt	SRT	31.71 KB
7.1 Example Scikit-Learn Workflow Notebook.html	HTML	192 B
8. Optional Debugging Warnings In Jupyter.mp4	MP4	176.13 MB
8. Optional Debugging Warnings In Jupyter.srt	SRT	25.51 KB
9. Getting Your Data Ready Splitting Your Data.mp4	MP4	63.66 MB
9. Getting Your Data Ready Splitting Your Data.srt	SRT	12.08 KB
Tutnetflix.com - Telegram @FTUplusrip.txt	TXT	37 B

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