What is Augmented Programming?
Ed Note: Gideon is speaking at ODSC Europe 2019, see his talk “Augmented Programming” there. Over the past decade, deep learning research has led to significant advances in perceptual tasks, such as object detection, face recognition, and speech recognition. In each of these use cases, raw real-world inputs have... Read more
What is Implicit Deep Learning?
Editor’s note: Laurent is a speaker for the upcoming ODSC West in California later this year! Be sure to attend his talk there. See a larger version of the cover image here. Prediction rules in deep learning are based on a forward, recursive computation through several layers. Implicit deep... Read more
The Most Secure Safe in the World: Data Science and Data Engineering
Editor’s Note: If you’re interested in data storage, and the intersection of data science and data engineering, make sure to see Stephanie at ODSC West 2019, and watch her talk, “Integrating Elasticsearch with Analytics Workflows“ Bringing data science and data engineering together in service of business goals. Data scientists... Read more
Telling Human Stories with Data
Editor’s Note: Be sure to attend Alan’s talk on this idea of telling human stories with data at ODSC Europe this November 19 – 22 in London! Register now for “Bringing Data to the Masses Through Visualization.” If you’re reading this and you’re part of the ODSC community, the... Read more
The Interplay of Experimentation and ML to Aid in Repayment of Micro-Loans in Sub-Saharan Africa
Editor’s Note: Brianna is speaking at ODSC West 2019 and ODSC Europe 2019, see her talk “The Interplay of Experimentation and ML to Aid in Repayment of Micro-Loans in Sub-Saharan Africa” there Imagine that through a twist of fate, rather than living the life that brought you to reading this... Read more
Smart Image Analysis for Omnichannel Retail Applications
Editor’s note: Abon is a speaker for ODSC West this Fall! Consider attending his talk, “Computer Vision for E-Commerce: Intelligent Analysis and Selection of Product Images at Scale” then. In retail, the role of product images is critical in delivering satisfactory customer experience. Images help online shoppers gain confidence... Read more
Model Interpretation: What and How?
Editor’s note: Brian is a speaker for ODSC West in California this November! Be sure to check out his talk, “Advanced Methods for Explaining XGBoost Models” there! As modern machine learning methods become more ubiquitous, increasing attention is being paid to understanding how these models work — model interpretation instead... Read more
4 Examples of Businesses Solving Problems with AI
In her talk at ODSC West 2018, “Reality Check: How Businesses are using Human in the Loop Processes to Drive Real Value,” Alyssa Simpson Rochwerger, the VP of Product at Figure Eight, explains how companies can begin solving creating value and solving problems with AI. [Related Article: Problem Solving... Read more
Recognize Class Imbalance with Baselines and Better Metrics
Editor’s Note: Samuel is speaking at ODSC West 2019, see his talk “Help! My Classes are Imbalanced” there. In my first machine learning course as an undergrad, I built a recommender system. Using a dataset from a social music website, I created a model to predict whether a given... Read more
Not Always a Black Box: Machine Learning Approaches For Model Explainability
Editor’s Note: Violeta is speaking at ODSC Europe 2019, see her talk “Not Always a Black Box: Explainability Applications for a Real Estate Problem“ What is model explainability? Imagine that you have built a very precise machine learning model by using clever tricks and non-standard features. You are beyond... Read more