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Data science is driving a world-wide revolution that touches everything from business automation to social interaction. It’s also one of the fastest growing, most rewarding careers, employing analysts and engineers around the globe. This course provides an accessible, nontechnical overview of the field, covering the vocabulary, skills, jobs, tools, and techniques of data science. Instructor Barton Poulson defines the relationships to other data-saturated fields such as machine learning and artificial intelligence. He reviews the primary practices: gathering and analyzing data, formulating rules for classification and decision-making, and drawing actionable insights. He also discusses ethics and accountability and provides direction to learn more. By the end, you’ll see how data science can help you make better decisions, gain deeper insights, and make your work more effective and efficient.
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FILE LIST
Filename
Size
~Get Your Files Here !/01. Introduction/001. Getting started.en.srt
2.3 KB
~Get Your Files Here !/01. Introduction/001. Getting started.mp4
13.8 MB
~Get Your Files Here !/02. What Is Data Science/002. Supply and demand for data science.en.srt
6.4 KB
~Get Your Files Here !/02. What Is Data Science/002. Supply and demand for data science.mp4
39.1 MB
~Get Your Files Here !/02. What Is Data Science/003. The data science Venn diagram.en.srt
7.5 KB
~Get Your Files Here !/02. What Is Data Science/003. The data science Venn diagram.mp4
39.3 MB
~Get Your Files Here !/02. What Is Data Science/004. The data science pathway.en.srt
8.9 KB
~Get Your Files Here !/02. What Is Data Science/004. The data science pathway.mp4
58.4 MB
~Get Your Files Here !/02. What Is Data Science/005. The CRISP-DM model in data science.en.srt
6 KB
~Get Your Files Here !/02. What Is Data Science/005. The CRISP-DM model in data science.mp4
35.2 MB
~Get Your Files Here !/02. What Is Data Science/006. Roles and teams in data science.en.srt
7.7 KB
~Get Your Files Here !/02. What Is Data Science/006. Roles and teams in data science.mp4
38.7 MB
~Get Your Files Here !/02. What Is Data Science/007. The role of questions in data science.en.srt
7.5 KB
~Get Your Files Here !/02. What Is Data Science/007. The role of questions in data science.mp4
42.1 MB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/008. Artificial intelligence.en.srt
13.4 KB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/008. Artificial intelligence.mp4
73 MB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/009. Machine learning.en.srt
13.1 KB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/009. Machine learning.mp4
96.8 MB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/010. Deep learning neural networks.en.srt
13.4 KB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/010. Deep learning neural networks.mp4
72.5 MB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/011. Big data.en.srt
9.1 KB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/011. Big data.mp4
49 MB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/012. Predictive analytics.en.srt
8.2 KB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/012. Predictive analytics.mp4
43 MB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/013. Prescriptive analytics.en.srt
13.2 KB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/013. Prescriptive analytics.mp4
66.4 MB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/014. Business intelligence.en.srt
7 KB
~Get Your Files Here !/03. The Place of Data Science in the Data Universe/014. Business intelligence.mp4
40.4 MB
~Get Your Files Here !/04. Ethics and Agency/015. Bias.en.srt
10.6 KB
~Get Your Files Here !/04. Ethics and Agency/015. Bias.mp4
57.4 MB
~Get Your Files Here !/04. Ethics and Agency/016. Security.en.srt
8.8 KB
~Get Your Files Here !/04. Ethics and Agency/016. Security.mp4
47.8 MB
~Get Your Files Here !/04. Ethics and Agency/017. Legal.en.srt
10.7 KB
~Get Your Files Here !/04. Ethics and Agency/017. Legal.mp4
58.6 MB
~Get Your Files Here !/04. Ethics and Agency/018. Explainable AI.en.srt
16.1 KB
~Get Your Files Here !/04. Ethics and Agency/018. Explainable AI.mp4
86.5 MB
~Get Your Files Here !/04. Ethics and Agency/019. Agency of algorithms and decision-makers.en.srt
8.6 KB
~Get Your Files Here !/04. Ethics and Agency/019. Agency of algorithms and decision-makers.mp4
42.2 MB
~Get Your Files Here !/05. Sources of Data/020. Data preparation.en.srt
8.7 KB
~Get Your Files Here !/05. Sources of Data/020. Data preparation.mp4
47.6 MB
~Get Your Files Here !/05. Sources of Data/021. Labeling data.en.srt
17.1 KB
~Get Your Files Here !/05. Sources of Data/021. Labeling data.mp4
76.4 MB
~Get Your Files Here !/05. Sources of Data/022. In-house data.en.srt
9.9 KB
~Get Your Files Here !/05. Sources of Data/022. In-house data.mp4
49.3 MB
~Get Your Files Here !/05. Sources of Data/023. Open data.en.srt
7 KB
~Get Your Files Here !/05. Sources of Data/023. Open data.mp4
37.3 MB
~Get Your Files Here !/05. Sources of Data/024. APIs.en.srt
4.4 KB
~Get Your Files Here !/05. Sources of Data/024. APIs.mp4
23.7 MB
~Get Your Files Here !/05. Sources of Data/025. Scraping data.en.srt
8.1 KB
~Get Your Files Here !/05. Sources of Data/025. Scraping data.mp4
57 MB
~Get Your Files Here !/05. Sources of Data/026. Creating data.en.srt
9.7 KB
~Get Your Files Here !/05. Sources of Data/026. Creating data.mp4
49.1 MB
~Get Your Files Here !/05. Sources of Data/027. Passive collection of training data.en.srt
6.8 KB
~Get Your Files Here !/05. Sources of Data/027. Passive collection of training data.mp4
34.6 MB
~Get Your Files Here !/05. Sources of Data/028. Self-generated data.en.srt
5.5 KB
~Get Your Files Here !/05. Sources of Data/028. Self-generated data.mp4
42.3 MB
~Get Your Files Here !/05. Sources of Data/029. Data vendors.en.srt
9.1 KB
~Get Your Files Here !/05. Sources of Data/029. Data vendors.mp4
48.2 MB
~Get Your Files Here !/05. Sources of Data/030. Data ethics.en.srt
8.7 KB
~Get Your Files Here !/05. Sources of Data/030. Data ethics.mp4
45.6 MB
~Get Your Files Here !/06. Sources of Rules/031. The enumeration of explicit rules.en.srt
6.6 KB
~Get Your Files Here !/06. Sources of Rules/031. The enumeration of explicit rules.mp4
35.6 MB
~Get Your Files Here !/06. Sources of Rules/032. The derivation of rules from data analysis.en.srt
7.2 KB
~Get Your Files Here !/06. Sources of Rules/032. The derivation of rules from data analysis.mp4
53.6 MB
~Get Your Files Here !/06. Sources of Rules/033. The generation of implicit rules.en.srt
5.8 KB
~Get Your Files Here !/06. Sources of Rules/033. The generation of implicit rules.mp4
31.2 MB
~Get Your Files Here !/07. Tools for Data Science/034. Applications for data analysis.en.srt
7.5 KB
~Get Your Files Here !/07. Tools for Data Science/034. Applications for data analysis.mp4
42.7 MB
~Get Your Files Here !/07. Tools for Data Science/035. Languages for data science.en.srt
6 KB
~Get Your Files Here !/07. Tools for Data Science/035. Languages for data science.mp4
34.4 MB
~Get Your Files Here !/07. Tools for Data Science/036. AutoML.en.srt
6.8 KB
~Get Your Files Here !/07. Tools for Data Science/036. AutoML.mp4
37.5 MB
~Get Your Files Here !/07. Tools for Data Science/037. Machine learning as a service.en.srt
5.6 KB
~Get Your Files Here !/07. Tools for Data Science/037. Machine learning as a service.mp4
29.3 MB
~Get Your Files Here !/08. Mathematics for Data Science/038. Sampling and probability.en.srt
7.9 KB
~Get Your Files Here !/08. Mathematics for Data Science/038. Sampling and probability.mp4
47.3 MB
~Get Your Files Here !/08. Mathematics for Data Science/039. Algebra.en.srt
12.7 KB
~Get Your Files Here !/08. Mathematics for Data Science/039. Algebra.mp4
64.1 MB
~Get Your Files Here !/08. Mathematics for Data Science/040. Calculus.en.srt
7.7 KB
~Get Your Files Here !/08. Mathematics for Data Science/040. Calculus.mp4
44.2 MB
~Get Your Files Here !/08. Mathematics for Data Science/041. Optimization and the combinatorial explosion.en.srt
11 KB
~Get Your Files Here !/08. Mathematics for Data Science/041. Optimization and the combinatorial explosion.mp4
53.6 MB
~Get Your Files Here !/08. Mathematics for Data Science/042. Bayes' theorem.en.srt
7.2 KB
~Get Your Files Here !/08. Mathematics for Data Science/042. Bayes' theorem.mp4
38.7 MB
~Get Your Files Here !/09. Unsupervised Learning/043. Supervised vs. unsupervised learning.en.srt
5.9 KB
~Get Your Files Here !/09. Unsupervised Learning/043. Supervised vs. unsupervised learning.mp4
31.8 MB
~Get Your Files Here !/09. Unsupervised Learning/044. Descriptive analyses.en.srt
11.9 KB
~Get Your Files Here !/09. Unsupervised Learning/044. Descriptive analyses.mp4
57.8 MB
~Get Your Files Here !/09. Unsupervised Learning/045. Clustering.en.srt
10.4 KB
~Get Your Files Here !/09. Unsupervised Learning/045. Clustering.mp4
50.3 MB
~Get Your Files Here !/09. Unsupervised Learning/046. Dimensionality reduction.en.srt
9.5 KB
~Get Your Files Here !/09. Unsupervised Learning/046. Dimensionality reduction.mp4
49.4 MB
~Get Your Files Here !/09. Unsupervised Learning/047. Anomaly detection.en.srt
8.8 KB
~Get Your Files Here !/09. Unsupervised Learning/047. Anomaly detection.mp4
43.8 MB
~Get Your Files Here !/10. Supervised Learning/048. Supervised learning with predictive models.en.srt
13.1 KB
~Get Your Files Here !/10. Supervised Learning/048. Supervised learning with predictive models.mp4
65.2 MB
~Get Your Files Here !/10. Supervised Learning/049. Time-series data.en.srt
15.4 KB
~Get Your Files Here !/10. Supervised Learning/049. Time-series data.mp4
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