Data Science Weekly - Issue 224
Issue #223 Mar 8 2018
Editor Picks
Talent vs Luck: the role of randomness in success and failure
Maximum success never coincides with the maximum talent, and vice-versa...
Why humans learn faster than AI—for now
A clever study of video games reveals how the background knowledge people take for granted gives us an edge over machine learning...
Absurdist Dialogues with Siri
AI should not stunt the already dying art of conversation. AI should look to the best of our art and literature to create inspired conversation in our lives. Instead of the happy path, we should seek the interesting paths, as many of them as we might be lucky to stumble upon. Here’s one conversation, for example, that you could have with Siri today: Human: I’m home...
A Message from this week's Sponsor:
Quick Question For You: Do you want a Data Science job?
After helping hundred of readers like you get Data Science jobs, we've distilled all the real-world-tested advice into a self-directed course.
The course is broken down into three guides:
Data Science Getting Started Guide. This guide shows you how to figure out the knowledge gaps that MUST be closed in order for you to become a data scientist quickly and effectively (as well as the ones you can ignore)
Data Science Project Portfolio Guide. This guide teaches you how to start, structure, and develop your data science portfolio with the right goals and direction so that you are a hiring manager's dream candidate
Data Science Resume Guide. This guide shows how to make your resume promote your best parts, what to leave out, how to tailor it to each job you want, as well as how to make your cover letter so good it can't be ignored!
Data Science Articles & Videos
The Emerging Science of Computational Psychiatry
Machine learning, data mining, and artificial intelligence are revolutionizing the study and understanding of mental illness...
Academia to Data Science - A Hitchhiker's Guide
Recently I gave a talk at UC Berkeley regarding the transition from academia to industry in the context of Machine Learning and Data Science related roles. I based most of my slides on my own transition from being an Astrophysicist to a Machine Learning Expert...
The Malicious Use of AI: Forecasting, Prevention, and Mitigation
This report surveys the landscape of potential security threats from malicious uses of artificial intelligence technologies, and proposes ways to better forecast, prevent, and mitigate these threats. We analyze, but do not conclusively resolve, the question of what the long-term equilibrium between attackers and defenders will be. We focus instead on what sorts of attacks we are likely to see soon if adequate defenses are not developed.In response to the changing threat landscape we make four high-level recommendations...
Hacking the Brain With Adversarial Images
Researchers from Google Brain show that adversarial images can trick both humans and computers, and the implications are scary...
Chess reinforcement learning by AlphaGo Zero methods
Keras implementation of AlphaZero for chess...
SnapLoc — Places of interest in a city, from geo-tagged photos
SNAPLOC does automatic image classification and spatio temporal analysis in order to recommend the places of interest for traveling in a new city. The idea came out of a need, as I find most of the current POI recommendation services very painful to use. I love to travel and whenever I have been to a new city and felt a need to know about the most interesting places to explore near me, I generally look up interesting photos on various photo services like Instagram or 500px...
A Friendly Introduction to Recommender Systems
In this article, we will explore the motivation behind recommendation systems, as well as provide an overview to different characteristics and potentials of various prediction techniques...
Interactive Convolution Visualizer
This interactive visualization demonstrates how various convolution parameters affect shapes and data dependencies between the input, weight and output matrices...
Jobs
Data Analyst - New Story - San Francisco, CA
New Story (YC '15), a non-profit that builds entire communities in Latin America is hiring an analyst test to hypotheses, improve operations and maximize our impact...
Training & Resources
Load CIFAR10 Dataset From PyTorch Torchvision
Learn how to load the CIFAR10 dataset from PyTorch Torchvision and split it into a train data set and a test data set, via a screencast video and full tutorial transcript...
Second Major DeepChem Release
This major version release finishes consolidating the DeepChem codebase around our TensorGraph API for constructing complex models in DeepChem. We've made a variety of improvements to TensorGraph's saving/loading features and added a number of new tutorials improving our documentation...
Python Plotting With Matplotlib (Guide)
This article is a beginner-to-intermediate-level walkthrough on matplotlib that mixes theory with example. While learning by example can be tremendously insightful, it helps to have even a surface-level understanding of the library’s inner workings and layout as well...
Books
Barking Up the Wrong Tree: The Surprising Science Behind Why Everything You Know About Success Is (Mostly) Wrong
"The science of life-changing ideas told through memorable real-life stories..."
For a detailed list of books covering Data Science, Machine Learning, AI and associated programming languages check out our resources page.
P.S., Want to reach our audience / fellow readers? Consider sponsoring - grab a spot now; first come first served! All the best, Hannah & Sebastian