So Your Data Science Project Isn't Working

Robustify your data science. Python dashboards. Practice Mode for Mobile.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  [DataCamp](  ISSUE #47 — MAY 15, 2018  [DataCamp Weekly]( DataCamp Weekly This week’s episode of DataFramed is about robust data science. Robustify your data science with statistical modeling, whether you work in tech, epidemiology, finance or anything else. Check out episode 22 with Michael Betancourt! Below you’ll the top posts from the past week shared on our Community! Including a Importing Data with Pandas tutorial, selecting an activation function for deep neural networks, tips on managing when a data science project doesn’t work, and more! [Listen Now](  Community Top Posts  [1]( [Pandas Tutorial: Importing Data with read_csv()](  PANDAS  |  Posted by tommyjee  [Upvotes]( 13 Importing Data is the first important step in any data science project. Learn how pandas' read_csv() function is perfect for this.  [2]( [Practice mode arrives on mobile!](  MOBILE  |  Posted by boris  [Upvotes]( 9 We're bringing DataCamp's practice mode to mobile. See what’s in the latest DataCamp for Mobile update!  [3]( [How to Select Activation Function for Deep Neural Network](  DEEP LEARNING  |  Posted by rizwankhan19  [Upvotes]( 9 Understand the definition & purpose of an activation function followed by tips on how to choose one for your deep neural network.  [4]( [Why is Random Initialization important for neural network parameters?](  NEURAL NETWORKS  |  Posted by rizwankhan19  [Upvotes]( 8 This post highlights the advantage of random initialization of neural network parameters. The complex concept is visualized so that you can understand easily.  [5]( [So your data science project isn't working](  DATA SCIENCE  |  Posted by hugobowne  [Upvotes]( 6 We've all been there. You can’t control what data is stored by your company. You can’t make the data contain the signals you want.  [6]( [Analytics Salary Increases When Changing Jobs](  CAREER  |  Posted by lindaburtch  [Upvotes]( 5 We took a look at the salary increases that data scientists and analytics professionals get when they change companies, including what amount is most common and their distribution.  [7]( [Overview of Dash Python Framework from Plotly for building dashboards](  PYTHON  |  Posted by karolinadziamska  [Upvotes]( 5 Introduction to Dash framework from Plotly, reactive framework for building dashboards in Python. Tech talk covers basics and more advanced topics like custom component and scaling.  [8]( [Takeaways from a Kaggle competition](  KAGGLE  |  Posted by gardnercw  [Upvotes]( 4 The experience and learnings of a first Kaggle contest.   [DataCamp Community]( BY THE COMMUNITY, FOR THE COMMUNITY [Discover](  That's all for now. Have a great week!   [DataCamp](  DataCamp Inc. | 350 Fifth Avenue | Suite 7730 | New York, NY 10118  [Facebook]( [Twitter]( [LinkedIn]( [Instagram]( [YouTube](  [Download on the App Store]( [Get it on Google Play](  [Unsubscribe]( Â