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01. Introduction/01_01-Welcome and About the Authors.mp4 6.58 MB
01. Introduction/01_02-Introduction to the Video Series.mp4 14.9 MB
02. Preparing for Interviews/02_01-Building and Marketing Your Skills.mp4 64.86 MB
02. Preparing for Interviews/02_02-Understanding the Interview Process.mp4 17.11 MB
02. Preparing for Interviews/02_03-Getting Hired is a Skill.mp4 23.82 MB
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part00.mp4 392.01 MB
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04 Distributions/023 Poisson Distribution.mp4 97.11 MB
04 Distributions/025 Normal Distribution - Formulas and Z Scores.mp4 80.6 MB
05 Statistics/029 Sampling.mp4 74.42 MB
05 Statistics/037 Students T Distribution Example Exercise.mp4 69.66 MB
05 Statistics/032 Hypothesis Testing.mp4 66.35 MB
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01. Introduction/01_01-Welcome.mp4 9.47 MB
01. Introduction/01_02-What you should know before watching this course.mp4 1.37 MB
01. Introduction/01_03-Using the exercise files.mp4 797.86 KB
02. SQL Tips and Tricks/02_04-Aggregate data.mp4 12.94 MB
02. SQL Tips and Tricks/02_03-Filter data.mp4 12.9 MB
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5.4. Running ML Services in Containers/19.Example Docker build process.mp4 11.13 MB
2.1. The Need to Scale ML Models/06.Overview of tools and techniques for scalable ML.mp4 9.82 MB
2.1. The Need to Scale ML Models/03.Building and running ML models for data scientists.mp4 9.57 MB
4.3. Deploying ML Models as Services/14.Using Flask to create APIs for Python programs.mp4 8.51 MB
3.2. Design Patterns for Scalable ML Applications/09.APIs for ML model services.mp4 8.33 MB
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03 The Place of Data Science in the Data Universe/003 Deep learning neural networks.mp4 30.53 MB
03 The Place of Data Science in the Data Universe/002 Machine learning.mp4 29.96 MB
05 Sources of Data/005 Scraping data.mp4 29.71 MB
03 The Place of Data Science in the Data Universe/001 Artificial intelligence.mp4 29.55 MB
09 Analyses for Data Science/002 Predictive models.mp4 24.51 MB
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9.mp4 195.44 MB
10.mp4 45.16 MB
100.mp4 48.12 MB
101.mp4 48.1 MB
102.mp4 50.51 MB
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4 - 2 - Lecture 3.2- On The Representational Bias of Process Mining (17 min.).mp4 36.77 MB
5 - 3 - Lecture 4.3- Introduction to Conformance Checking (12 min.).mp4 24.94 MB
5 - 6 - Lecture 4.6- Token Based Replay- Some Examples (15 min.).mp4 28.55 MB
6 - 9 - Lecture 5.9- Refined Process Mining Framework (11 min.).mp4 25.37 MB
6 - 5 - Lecture 5.5- Mining Social Networks (17 min.).mp4 37.42 MB
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Exercise Files/Chapter 5/05_01/country_region.txt 203 B
Exercise Files/Chapter 5/05_01/dept_div.txt 543 B
Exercise Files/Chapter 5/05_04/dept_div.json 1.41 KB
Exercise Files/Chapter 5/05_01/employee.txt 93.78 KB
Exercise Files/Chapter 3/03_02/emps.sql 122.36 KB
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1_Introduction/Exercise_files.mp4 2.42 MB
1_Introduction/Knowledge_checks.mp4 633.82 KB
1_Introduction/Welcome.mp4 3.88 MB
1_Introduction/What_you_should_know_before_watching_this_course.mp4 791.15 KB
2_1._Start_Your_AWS_Project/Knowledge_check.mp4 608.11 KB
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01. Building Data Science Teams/01_01-Introduction Building Data Science Teams.mp4 12.94 MB
01. Building Data Science Teams/01_02-Why are we here.mp4 133.03 MB
01. Building Data Science Teams/01_03-Preparing your organization.mp4 67.73 MB
01. Building Data Science Teams/01_04-Hire the team.mp4 133.74 MB
01. Building Data Science Teams/01_05-Team Matrix.mp4 160.51 MB
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04 Distributions/023 Poisson Distribution.mp4 97.11 MB
04 Distributions/025 Normal Distribution - Formulas and Z Scores.mp4 80.6 MB
05 Statistics/029 Sampling.mp4 74.42 MB
05 Statistics/037 Students T Distribution Example Exercise.mp4 69.66 MB
05 Statistics/032 Hypothesis Testing.mp4 66.35 MB
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Exercise Files/Chapter 5/05_01/country_region.txt 203 B
Exercise Files/Chapter 5/05_01/dept_div.txt 543 B
Exercise Files/Chapter 5/05_04/dept_div.json 1.41 KB
Exercise Files/Chapter 5/05_01/employee.txt 93.78 KB
Exercise Files/Chapter 3/03_02/emps.sql 122.36 KB
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part00.mp4 392.01 MB