DataFramed

#42 Full Stack Data Science

Oct 1, 2018

50:50

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Highlights

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Episode notes

Building Fullstack and Data Science Solutions?

02:51

The Six Steps to a Workflow

02:11

What Are the Common Patterns in Data Science?

02:12

Introduction

2min

What's Your Strategy in the Data Community?

2min

What's the Origin Story of Data Science?

2min

How Did You Get Into Data Science?

2min

Data Science

2min

The Challenges of Data Science in Consulting

2min

What Are the Common Patterns in Data Science?

2min

Is There a Future for Data Management?

2min

Data Science Is Revolutionizing the Trucking Industry

2min

10.

The Six Steps to a Workflow

2min

11.

Data Science Teams - What's the Best Structure?

2min

12.

Are We Going to Be Data Driven in the Next Two to Three Years?

2min

13.

Building Fullstack and Data Science Solutions?

3min

14.

Is There a Data Science Unicorn?

2min

15.

Is Python the Swiss Army Knife?

2min

16.

Learning One Language Really Well, and Then Apply It to Other Things

2min

17.

Statistical Lesson of the Week - Simpson's Paradox

3min

18.

The Simpson's Paradox

2min

19.

Predictive Analytics - Is There a Trade-Off Between Simplified and Better?

3min

20.

The Future of Data Science

3min

21.

The Big Thing in Cloud Technologies

1min

22.

Data Science - What Are Your Favorite Methodologies?

2min

23.

What's the Biggest Thing to Do With Lambda Lamder Environments?

2min

24.

Data Camp Podcast - Hugo Bound Anderson

3min

Hugo speaks with Vicki Boykis about what full-stack end-to-end data science actually is, how it works in a consulting setting across various industries and why it’s so important in developing modern data-driven solutions to business problems. Vicki is a full-stack data scientist and senior manager at CapTech Consulting, working on projects in machine learning and data engineering. They'll also discuss the increasing adoption of data science in the cloud technologies and associated pitfalls, along with how to equip businesses with the skills to maintain the data products you developed for them. All this and more: Hugo is pumped!

Links from the show

FROM THE INTERVIEW Vicki's Tech Blog Vicki on Twitter CapTech Consulting Vicki's Tweet about Programming Building a Twitter art bot with Python, AWS, and socialist realism art

FROM THE SEGMENTS

Data Science Best Practices (with Ben Skrainka~15:00)

Cross-industry standard process for data mining Fundamentals of Machine Learning for Predictive Data Analytics

Statistical Lesson of the Week (with Emily Robinson at ~32:05)

Sex Bias in Graduate Admissions: Data from Berkeley (Bickel et al., Science, 1975) Time Series Analysis Tutorial with Python

Original music and sounds by The Sticks.