Interpreting Predictions from Complex Models
With large modern datasets the best accuracy is often achieved by complex models even experts struggle to interpret. Here, we present a unified framework for interpreting predictions, namely SHAP (SHapley Additive exPlanations)
Data science for the 99%
Many small companies such as start-ups may never have a data science team. Learn ways in which this neglected majority can benefit from data science.
Application of AI and Data Science in the Medical World
Learn how AI is having a profound impact in the medical world
Dealing with Overfitting When Crowdsourcing Financial Alpha
Quantopian is attempting to change Fnancial services by allowing anybody to research and design trading strategies.
Advancing large-scale neural network predictions
Use BigQuery for deep learning to "democratize enterprise data"
Machine Learning For Beginners
This excellent primer teaches you the difference between AI, machine learning, and deep learning and also the basics of essential models in all three.
Artificial Intelligence in the Enterprise
Accomplished AI expert Ronald Bodkin explains why AI is so hot, details enterprise use cases, and given you insights on how to get started on your AI journey
Modern Approaches to Finance
Given the high volume of accurate historical data and the underlying quantitative nature of the industry, the financial sector is well suited for machine learning. Today data science has found many integral roles in the this financial ecosystem
Deep Learning using PyTorch
PyTorch is new deep learning framework that enables new-age A.I. research using dynamic computation graphs
Intro to D3
Visualizations are the most important way we can intuitively make sense of our data. And the best way to dig deeper into our data is to make those visualizations interactive. Everyone from the New York Times to Google is using D3.js. Learn why.
Rapid Prototyping Data Products using R Shiny
Learn the benefits of rapid prototyping using the popular R Shiny platform
Dreams for Future Cities: How AI wants to take care of us
A renowned author and MIT Media Lab researcher delivers an electrifying talk on how AI can profoundly impact our lives.
League of Losers Against Innovation and AI
In this hard hitting and witty talk, the CEO of one of AI’s hottest start-ups rails against the forces aligned against implementing AI in the enterprise.
The Coexistence of Data Science in a Uni-variate Data-Driven Culture
Using Deep Learning for search-by-example scenarios within large image catalogs
Building Data Pipelines for ML
Introduction to Reinforcement Learning