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【影视】 [Tutorialsplanet.NET] Udemy - Statistics for Data Analysis Using Python

收录时间:2021-05-26 文档个数:290 文档大小:7.2 GB 最近下载:2025-04-02 人气:154 磁力链接

4. Pandas Package/10. DataFrame - Dealing with Rows.mp4 162.3 MB
6. Inferential Statistics and Hypothesis Testing - Introduction/5. Central Limit Theorem - Using Python.mp4 134.1 MB
3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/24. [Theory] Binomial Distribution.mp4 133.4 MB
3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/27. Introducing SciPy Package for Binomial Distributions.mp4 113.3 MB
8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/8. [Theory] Two Sample t Test - Unequal Variance.mp4 109.3 MB
6. Inferential Statistics and Hypothesis Testing - Introduction/16. Hypothesis Testing Using Python.mp4 107.5 MB
3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/46. Normal Distribution Using SciPy.mp4 107.2 MB
5. Data Visualization Using Matplotlib.pyplot and Seaborn Libraries/10. Visualizing the Titanic dataset.mp4 105.4 MB
6. Inferential Statistics and Hypothesis Testing - Introduction/13. [Theory] Z Tables - Finding the Critical Values.mp4 104.9 MB
7. Hypothesis Testing Part 1 (One Sample Tests)/2. [Theory] Tests for means, variances and proportions - Introduction.mp4 101.2 MB
6. Inferential Statistics and Hypothesis Testing - Introduction/9. [Theory] Hypothesis Testing - A Simple Introduction.mp4 101.1 MB
8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/30. Contingency Tables Using Python.mp4 100.6 MB
8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/17. [Theory] Two Variances Test.mp4 99.6 MB
7. Hypothesis Testing Part 1 (One Sample Tests)/9. [Theory] One Proportion Test.mp4 98.0 MB
7. Hypothesis Testing Part 1 (One Sample Tests)/6. One Sample Z Test Using Python.mp4 95.0 MB
3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/42. [Theory] Normal Distribution - Part 1.mp4 94.7 MB
6. Inferential Statistics and Hypothesis Testing - Introduction/11. [Theory] Types of Errors - Summary.mp4 94.0 MB
8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/11. [Theory] Paired t Test.mp4 93.3 MB
3. NumPy Package, Probability Distributions and an Introduction to SciPy Package/16. [Theory] Basics of Probability - Part 2.mp4 93.2 MB
8. Hypothesis Testing Part 2 (Two Sample Tests, ANOVA, GoF & Contingency Tables)/7. [Theory] Two Sample t Test - Equal Variance.mp4 92.6 MB

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【影视】 [白金数据]Platinum.Data.2013.BluRay.720p.x264.AAC-iSCG[日语中字1.8G]

收录时间:2017-03-07 文档个数:5 文档大小:1.9 GB 最近下载:2024-10-07 人气:153 磁力链接

[白金数据]Platinum.Data.2013.BluRay.720p.x264.AAC-iSCG[日语中字1.8G].mp4 1.9 GB
_____padding_file_0_如果您看到此文件，请升级到BitComet(比特彗星)0.85或以上版本____ 72.4 kB
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【影视】 [DMC.RIP] [OTUS] Математика для Data Science. Продвинутый курс. Часть 2

收录时间:2022-04-05 文档个数:41 文档大小:1.8 GB 最近下载:2025-04-22 人气:153 磁力链接

[DMC.RIP] 10. Метрические пространства/[DMC.RIP] 10_3.mp4 467.7 MB
[DMC.RIP] 15. Метод максимального правдоподобия/[DMC.RIP] 15.mp4 192.0 MB
[DMC.RIP] 14. Минимизация и максимизация в регрессиях/[DMC.RIP] 14.mp4 176.4 MB
[DMC.RIP] 11. Теория пределов/[DMC.RIP] 11.mp4 174.9 MB
[DMC.RIP] 16. Применения мат.анализа в ML/[DMC.RIP] 16.mp4 132.8 MB
[DMC.RIP] 13. Оптимизация/[DMC.RIP] 13.mp4 123.2 MB
[DMC.RIP] 12. Дифференцирование/[DMC.RIP] 12.mp4 118.3 MB
[DMC.RIP] 18. Midterm/[DMC.RIP] 18.mp4 112.6 MB
[DMC.RIP] 17. Применения мат.анализа в ML/[DMC.RIP] 17.mp4 111.8 MB
[DMC.RIP] 10. Метрические пространства/[DMC.RIP] 10_1.mp4 110.3 MB
[DMC.RIP] 10. Метрические пространства/[DMC.RIP] 10_2.mp4 62.6 MB
[DMC.RIP] 12. Дифференцирование/[DMC.RIP] 13.pptx 10.9 MB
[DMC.RIP] 11. Теория пределов/11.pdf 3.0 MB
[DMC.RIP] 10. Метрические пространства/[DMC.RIP] Linear_and_Normes_v002.pdf 2.7 MB
[DMC.RIP] 15. Метод максимального правдоподобия/15.pdf 2.4 MB
[DMC.RIP] 14. Минимизация и максимизация в регрессиях/14.pdf 2.4 MB
[DMC.RIP] 11. Теория пределов/[DMC.RIP] 11.pdf 1.8 MB
[DMC.RIP] 17. Применения мат.анализа в ML/[DMC.RIP] neural_network_implementation.ipynb 1.4 MB
[DMC.RIP] 10. Метрические пространства/[DMC.RIP] Linear_and_Normes_Spaces_v002.pdf 1.4 MB
[DMC.RIP] 14. Минимизация и максимизация в регрессиях/ДЗ.pdf 1.4 MB

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【影视】 [ CourseMega.com ] Udemy - Designing and Implementing a Data Science Solution on Azure

收录时间:2022-04-06 文档个数:16 文档大小:227.5 MB 最近下载:2025-05-15 人气:153 磁力链接

~Get Your Files Here !/6. Running Spark on Azure Databricks.mp4 39.6 MB
~Get Your Files Here !/5. Managing Role-Based Access Control on Azure.mp4 33.5 MB
~Get Your Files Here !/3. Azure Machine Learning Studio.mp4 33.4 MB
~Get Your Files Here !/2. Azure Machine Learning SDK.mp4 32.4 MB
~Get Your Files Here !/7. Azure Databricks to Import and Analyze Data.mp4 31.6 MB
~Get Your Files Here !/4. Hyperdrive in Azure Machine Learning.mp4 29.2 MB
~Get Your Files Here !/1. Introduction.mp4 27.7 MB
~Get Your Files Here !/3. Azure Machine Learning Studio.srt 6.2 kB
~Get Your Files Here !/7. Azure Databricks to Import and Analyze Data.srt 6.0 kB
~Get Your Files Here !/2. Azure Machine Learning SDK.srt 5.7 kB
~Get Your Files Here !/1. Introduction.srt 5.7 kB
~Get Your Files Here !/4. Hyperdrive in Azure Machine Learning.srt 5.6 kB
~Get Your Files Here !/6. Running Spark on Azure Databricks.srt 5.6 kB
~Get Your Files Here !/5. Managing Role-Based Access Control on Azure.srt 5.2 kB
~Get Your Files Here !/Bonus Resources.txt 357 Bytes
Get Bonus Downloads Here.url 180 Bytes

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【影视】 [FreeCourseLab.com] Udemy - Apache Spark 2.0 + Python DO Big Data Analytics & ML

收录时间:2021-03-31 文档个数:110 文档大小:926.4 MB 最近下载:2025-01-10 人气:152 磁力链接

6. Machine Learning with Spark/6. train Linear Regression Use Case.mp4 47.0 MB
6. Machine Learning with Spark/11. train Random Forests and PCA Use Case.mp4 42.4 MB
7. APPLY Your Course Challenge Project/3. Final Solution Review - we did it !.mp4 41.7 MB
6. Machine Learning with Spark/13. Naive Bayes Classification.mp4 35.8 MB
3. Spark Programming with Python/5. train Transformations.mp4 35.0 MB
6. Machine Learning with Spark/5. Linear Regression - fit to a line.mp4 34.6 MB
6. Machine Learning with Spark/8. train Decision Trees Use Case.mp4 33.7 MB
6. Machine Learning with Spark/2. Types of Machine Learning.mp4 30.5 MB
2. Introduction to Apache Spark/2. train Setup your Spark Python environment.mp4 29.0 MB
5. Spark Streaming/3. train Spark Streaming.mp4 28.5 MB
4. Spark SQL/2. train SQL Data Frames.mp4 27.3 MB
6. Machine Learning with Spark/12. Text Pre-processing with TF-IDF.mp4 27.2 MB
6. Machine Learning with Spark/3. Analyzing results and Errors.mp4 25.0 MB
6. Machine Learning with Spark/16. train K-Means Clustering Use Case.mp4 23.6 MB
6. Machine Learning with Spark/17. Recommendation Engines.mp4 21.6 MB
6. Machine Learning with Spark/15. K-Means Clustering - grouping similar items.mp4 21.6 MB
6. Machine Learning with Spark/1. Types of Analytics - simple to predictive.mp4 21.5 MB
6. Machine Learning with Spark/14. train Naive Bayes and Text Pre-processing Use Case.mp4 20.8 MB
3. Spark Programming with Python/8. train Actions.mp4 19.6 MB
2. Introduction to Apache Spark/6. Spark Architecture - How it all works..mp4 19.6 MB

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【影视】 [ANIME4PSP] Red Data Girl [RG VGW]

收录时间:2017-03-06 文档个数:12 文档大小:1.4 GB 最近下载:2025-05-15 人气:151 磁力链接

[RG VGW] Red Data Girl - 09.mp4 120.8 MB
[RG VGW] Red Data Girl - 05.mp4 120.8 MB
[RG VGW] Red Data Girl - 10.mp4 120.8 MB
[RG VGW] Red Data Girl - 07.mp4 120.8 MB
[RG VGW] Red Data Girl - 08.mp4 120.8 MB
[RG VGW] Red Data Girl - 12 END.mp4 120.8 MB
[RG VGW] Red Data Girl - 11.mp4 120.8 MB
[RG VGW] Red Data Girl - 01.mp4 119.2 MB
[RG VGW] Red Data Girl - 02.mp4 119.2 MB
[RG VGW] Red Data Girl - 06.mp4 119.2 MB
[RG VGW] Red Data Girl - 04.mp4 119.2 MB
[RG VGW] Red Data Girl - 03.mp4 119.1 MB

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【影视】 Dj Naptol Convert Data 03.03.2021

收录时间:2021-03-12 文档个数:12 文档大小:3.0 GB 最近下载:2025-02-03 人气:150 磁力链接

22339 7 Pcs Fridge Cover Set 5 Vegetable Storage Bags Free 399 Live PGM ODO D 9217_x264.mp4 340.0 MB
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20832 Pack of 10 Round Neck T shirts 10RT1 999 Live PGM ODO Theme D 8765_x264.mp4 232.2 MB
22035 AR Gold Leatherite Sandals Leatherite Watch Free SW1 599 Live PGM ODO D 9210_x264.mp4 227.9 MB
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22106 Mens Gold Watch with Gold Chain MGWC2 499 Live TYPE ODO D 9192_x264.mp4 200.9 MB
21951 Mobile Screen Enlarger Box with Free 2 Mobile Stands 299 Live PGM ODO D 9203_x264.mp4 148.8 MB

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【影视】 Lynda - Data-Analysis Fundamentals with Excel with Curt Frye [StarDiwa]

收录时间:2017-02-20 文档个数:37 文档大小:188.9 MB 最近下载:2024-11-02 人气:149 磁力链接

02. Foundational Concepts of Data Analysis/03 Analyzing Data Using Variance And Standard Deviation.mp4 9.8 MB
07. Performing Bayesian Analysis/04 Calculating Bayesian Probabilities In Excel.mp4 9.1 MB
05. Utilizing Data Distributions/01 Using The Normal Distribution.mp4 8.9 MB
05. Utilizing Data Distributions/02 Using The Exponential Distribution.mp4 8.8 MB
05. Utilizing Data Distributions/03 Using A Uniform Distribution.mp4 8.3 MB
02. Foundational Concepts of Data Analysis/01 Calculating Mean And Median Values.mp4 8.1 MB
03. Visualizing Data/05 Forecasting Future Results.mp4 7.8 MB
06. Measuring Covariance and Correlation/04 Visualizing What Correlation Means.mp4 7.0 MB
05. Utilizing Data Distributions/04 Using The Binomial Distribution.mp4 7.0 MB
03. Visualizing Data/06 Calculating Running Averages.mp4 7.0 MB
02. Foundational Concepts of Data Analysis/02 Measuring Maximums, Minimums, And Other Data Characteristics.mp4 6.6 MB
03. Visualizing Data/01 Grouping Data Using Histograms.mp4 6.6 MB
05. Utilizing Data Distributions/05 Using The Poisson Distribution.mp4 6.5 MB
06. Measuring Covariance and Correlation/02 Calculating Covariance Between Two Columns Of Data.mp4 6.4 MB
06. Measuring Covariance and Correlation/06 Calculating Correlation Among Multiple Pairs Of Columns.mp4 6.4 MB
02. Foundational Concepts of Data Analysis/05 Analyzing A Population Using Data Samples.mp4 6.1 MB
06. Measuring Covariance and Correlation/03 Calculating Covariance Among Multiple Pairs Of Columns.mp4 5.7 MB
01. Introduction/01 Welcome.mp4 5.6 MB
03. Visualizing Data/03 Visualizing Data Using Logarithmic Scales.mp4 5.6 MB
07. Performing Bayesian Analysis/03 Creating A Classification Matrix.mp4 5.5 MB

猜你喜欢： StarDiwa Curt Fundamentals Lynda Frye Excel Analysis Data

【影视】 [AniFilm] RDG - Red Data Girl [Constantine & Mosa]

收录时间:2017-07-10 文档个数:12 文档大小:5.8 GB 最近下载:2025-05-07 人气:149 磁力链接

[AniFilm] RDG - Red Data Girl - 05 [TV] [BDRip 720p x264][Mosa & Constantine].mkv 635.9 MB
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[AniFilm] RDG - Red Data Girl - 03 [TV] [BDRip 720p x264][Mosa & Constantine].mkv 522.2 MB
[AniFilm] RDG - Red Data Girl - 11 [TV] [BDRip 720p x264][Mosa & Constantine].mkv 441.0 MB
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[AniFilm] RDG - Red Data Girl - 09 [TV] [BDRip 720p x264][Mosa & Constantine].mkv 343.7 MB
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【影视】 [uni] Red Data Girl

收录时间:2022-02-14 文档个数:36 文档大小:3.6 GB 最近下载:2025-03-06 人气:149 磁力链接

Red Data Girl - 11.avi 379.1 MB
Red Data Girl - 07.avi 334.7 MB
Red Data Girl - 06.avi 321.8 MB
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Red Data Girl - 05.avi 311.2 MB
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Sub/ass/Red Data Girl - 09.ass 42.1 kB
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【影视】 [FreeCourseSite.com] Udemy - Machine Learning A-Z™ Hands-On Python & R In Data Science

收录时间:2018-10-24 文档个数:1853 文档大小:7.3 GB 最近下载:2025-05-14 人气:148 磁力链接

01 Welcome to the course/001 Applications of Machine Learning-en.srt 5.4 kB
01 Welcome to the course/001 Applications of Machine Learning-es.srt 5.7 kB
01 Welcome to the course/001 Applications of Machine Learning-it.srt 5.8 kB
01 Welcome to the course/001 Applications of Machine Learning-ja.srt 6.7 kB
01 Welcome to the course/001 Applications of Machine Learning-pt.srt 5.9 kB
01 Welcome to the course/001 Applications of Machine Learning-tr.srt 5.6 kB
01 Welcome to the course/001 Applications of Machine Learning.mp4 10.3 MB
01 Welcome to the course/002 Why Machine Learning is the Future-en.srt 9.5 kB
01 Welcome to the course/002 Why Machine Learning is the Future-es.srt 9.9 kB
01 Welcome to the course/002 Why Machine Learning is the Future-it.srt 9.9 kB
01 Welcome to the course/002 Why Machine Learning is the Future-ja.srt 11.0 kB
01 Welcome to the course/002 Why Machine Learning is the Future-pt.srt 10.0 kB
01 Welcome to the course/002 Why Machine Learning is the Future-tr.srt 9.5 kB
01 Welcome to the course/002 Why Machine Learning is the Future.mp4 15.2 MB
01 Welcome to the course/003 Important notes tips tricks for this course.html 4.3 kB
01 Welcome to the course/004 Machine-Learning-A-Z-Q-A.pdf 2.4 MB
01 Welcome to the course/004 This PDF resource will help you a lot.html 2.4 kB
01 Welcome to the course/005 Installing Python and Anaconda (Mac Linux Windows)-en.srt 12.1 kB
01 Welcome to the course/005 Installing Python and Anaconda (Mac Linux Windows)-es.srt 12.5 kB
01 Welcome to the course/005 Installing Python and Anaconda (Mac Linux Windows)-it.srt 12.3 kB

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【影视】 www.SceneTime.com - The Vow S01E05 Class 1 Data 480p x264-mSD

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The.Vow.S01E05.Class.1.Data.480p.x264-mSD.mkv 275.7 MB
Screens/screen0001.png 238.4 kB
Screens/screen0002.png 107.1 kB
Screens/screen0003.png 94.9 kB
The.Vow.S01E05.Class.1.Data.480p.x264-mSD.nfo 975 Bytes
Torrent Downloaded From www.SceneTime.com.txt 85 Bytes

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【影视】 [FreeCourseLab.com] Udemy - Data Structures and Algorithms Through Python In Depth

收录时间:2021-04-22 文档个数:132 文档大小:1.3 GB 最近下载:2025-05-15 人气:148 磁力链接

06 Heap/075 Insertion in Heap.mp4 37.2 MB
03 Stack and Queue/041 Circular Queue.mp4 32.2 MB
03 Stack and Queue/044 Deque.mp4 28.3 MB
05 Binary Search Tree/072 Deletion in a Binary Search Tree.mp4 28.1 MB
02 Linked List/022 Merging of sorted Linked lists.mp4 27.1 MB
08 Searching/117 Implementation of Binary Search.mp4 26.2 MB
03 Stack and Queue/037 Array Implementation of Stack.mp4 25.8 MB
02 Linked List/024 Finding and Removing a cycle in a Linked list.mp4 25.0 MB
09 Hashing/127 Implementation of Open Addressing.mp4 23.7 MB
02 Linked List/014 Introduction.mp4 23.3 MB
03 Stack and Queue/049 Converting infix expression to postfix expression.mp4 23.1 MB
03 Stack and Queue/040 Array Implementation of Queue.mp4 21.9 MB
02 Linked List/021 Sorting a Linked list using Bubble Sort.mp4 21.0 MB
09 Hashing/123 Open Addressing Linear Probing.mp4 19.8 MB
02 Linked List/026 Insertion in a doubly linked List.mp4 19.3 MB
02 Linked List/015 Traversing and Searching a Single Linked List.mp4 17.7 MB
05 Binary Search Tree/071 Insertion in a Binary Search Tree.mp4 17.5 MB
06 Heap/076 Deletion.mp4 17.5 MB
02 Linked List/027 Deletion from doubly linked list.mp4 17.1 MB
09 Hashing/125 Open Addressing Double Hashing.mp4 17.0 MB

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【影视】 [ CourseBoat.com ] Udemy - Excel Pivot Table - Data Analysis with Pivot Tables

收录时间:2022-05-09 文档个数:163 文档大小:930.6 MB 最近下载:2025-05-15 人气:148 磁力链接

~Get Your Files Here !/7. Pivot Table slicers/2. Use Pivot Table Slicer Options.mp4 46.9 MB
~Get Your Files Here !/10. Pivot Charts/3. work with pivot chart options.mp4 43.1 MB
~Get Your Files Here !/10. Pivot Charts/1. create a pivot chart.mp4 40.2 MB
~Get Your Files Here !/3. Building Pivot Tables/8. Control Subtotals in Pivot Tables.mp4 36.8 MB
~Get Your Files Here !/3. Building Pivot Tables/1. Why Should use Table for Pivot Table.mp4 36.8 MB
~Get Your Files Here !/2. Introduction to Pivot Tables/1. What is Pivot Tables.mp4 36.7 MB
~Get Your Files Here !/3. Building Pivot Tables/2. Add Fields to Pivot Table.mp4 34.2 MB
~Get Your Files Here !/4. Grouping Pivot Tables/1. Group Pivot Table Manually.mp4 33.1 MB
~Get Your Files Here !/8. Pivot Table Calculations/1. add a calculated field to a pivot table.mp4 30.9 MB
~Get Your Files Here !/8. Pivot Table Calculations/3. add a calculated item to a pivot table.mp4 30.6 MB
~Get Your Files Here !/10. Pivot Charts/2. change the pivot chart type.mp4 29.7 MB
~Get Your Files Here !/9. Pivot table styles/2. create a new pivot table style.mp4 29.7 MB
~Get Your Files Here !/7. Pivot Table slicers/3. Use Pivot Table Slicer Style.mp4 27.7 MB
~Get Your Files Here !/5. Sort Pivot Tables/4. Sort Pivot Table with a Custom List.mp4 27.4 MB
~Get Your Files Here !/6. Filtering Pivot Tables/4. Filter Pivot Table by Value.mp4 24.8 MB
~Get Your Files Here !/2. Introduction to Pivot Tables/3. Refresh Data in Pivot Tables.mp4 24.1 MB
~Get Your Files Here !/6. Filtering Pivot Tables/2. Filter Pivot Table by Rows or Columns.mp4 24.0 MB
~Get Your Files Here !/3. Building Pivot Tables/3. Rearrange fields in a Pivot Table.mp4 23.9 MB
~Get Your Files Here !/3. Building Pivot Tables/4. Access Field Settings in Pivot Tables.mp4 23.7 MB
~Get Your Files Here !/2. Introduction to Pivot Tables/2. Quickly create pivot table.mp4 22.8 MB

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【影视】 [Tutorialsplanet.NET] Udemy - Data Science Supervised Machine Learning in Python

收录时间:2021-03-29 文档个数:107 文档大小:1.1 GB 最近下载:2025-05-12 人气:146 磁力链接

9. Setting Up Your Environment/1. Windows-Focused Environment Setup 2018.mp4 195.4 MB
3. Naive Bayes and Bayes Classifiers/1. Bayes Classifier Intuition (Continuous).mp4 84.1 MB
10. Extra Help With Python Coding for Beginners/3. Proof that using Jupyter Notebook is the same as not using it.mp4 82.1 MB
3. Naive Bayes and Bayes Classifiers/2. Bayes Classifier Intuition (Discrete).mp4 52.5 MB
9. Setting Up Your Environment/2. How to install Numpy, Scipy, Matplotlib, and Sci-Kit Learn.mp4 46.1 MB
11. Effective Learning Strategies for Machine Learning/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 40.9 MB
12. Appendix FAQ/2. BONUS Where to get Udemy coupons and FREE deep learning material.mp4 39.7 MB
11. Effective Learning Strategies for Machine Learning/4. What order should I take your courses in (part 2).mp4 39.4 MB
2. K-Nearest Neighbor/7. Effect of K.mp4 37.6 MB
4. Decision Trees/6. Decision Tree in Code.mp4 31.8 MB
11. Effective Learning Strategies for Machine Learning/3. What order should I take your courses in (part 1).mp4 30.8 MB
10. Extra Help With Python Coding for Beginners/1. How to Code by Yourself (part 1).mp4 25.7 MB
4. Decision Trees/1. Decision Tree Intuition.mp4 21.4 MB
2. K-Nearest Neighbor/3. KNN in Code with MNIST.mp4 18.8 MB
2. K-Nearest Neighbor/1. K-Nearest Neighbor Intuition.mp4 18.4 MB
2. K-Nearest Neighbor/8. KNN Exercise.mp4 17.7 MB
2. K-Nearest Neighbor/9. Suggestion Box.mp4 16.9 MB
6. Practical Machine Learning/5. Sci-Kit Learn.mp4 16.6 MB
3. Naive Bayes and Bayes Classifiers/3. Naive Bayes.mp4 16.5 MB
10. Extra Help With Python Coding for Beginners/2. How to Code by Yourself (part 2).mp4 15.5 MB

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