Search for tag: "machine learning"

Zhangyang Wang - Learning Augmented Optimization: Faster, Better and Guaranteed

Learning and optimization are closely related: state-of-the-art learning problems hinge on the sophisticated design of optimizers. On the other hand, the optimization cannot be considered as…

From  Kathryn Gentilello on December 4th, 2019 4 plays 0  

David Bamman - The Data-Driven Analysis of Literature

Literary novels push the limits of natural language processing. While much work in NLP has been heavily optimized toward the narrow domains of news and Wikipedia, literary novels are an entirely…

From  Kathryn Gentilello on November 22nd, 2019 4 plays 0  

Rachel Cummings, Swati Gupta, Judy Hoffman, Devan Desai - A Discussion on Fairness in Machine Learning with Georgia Tech Faculty

Fairness in machine learning and artificial intelligence is a hot, and important topic in tech today. Join Georgia Tech faculty members Judy Hoffman, Rachel Cummings, Deven Desai, and Swati Gupta for…

From  Kathryn Gentilello on November 14th, 2019 30 plays 0  

Muhammed Ahmed - NLP Approaches to Campaign Classification

Mailchimp is the world's largest marketing automation platform. Over a billion emails are sent by it every day, which raises the question: what exactly are users sending? We'll do a deep…

From  Kathryn Gentilello on October 30th, 2019 8 plays 0  

Ashwin Swaminathan - Perception at Magic Leap

This talk presents the importance of Computer Vision and Deep learning techniques in making Magic Leap an effective spatial computing platform. The four fundamental modalities are introduced: head…

From  Kathryn Gentilello on May 1st, 2019 29 plays 0  

Sanjeev Srivastava - AI Driven Design Approach

Design Space Exploration (DSE) is an activity that is performed to systematically analyze several design points and then select the design(s) based on parameters of interest and design requirements.…

From  Kathryn Gentilello on April 15th, 2019 4 plays 0  

Oliver Brdicka - Contextual AI - The Next Frontier Towards Human-Centric Artificial Intelligence

This talk motivates a more human-centric wave of AI, dubbed Contextual AI. Contextual AI does not refer to a specific algorithm or machine learning method - instead, it takes a human-centric view…

From  Kathryn Gentilello on March 7th, 2019 9 plays 0  

Jan Ernst - Automated Perception in the Real World: The Problem of Scarce Data

Machine perception is a key step toward artificial intelligence in domains such as self-driving cars, industrial automation, and robotics. Much progress has been made in the past decade, driven by…

From  Kathryn Gentilello on December 5th, 2018 6 plays 0  

Mohit Bansal - Multimodal, Personable, and Knowledgeable Language Generation

In this talk, I will discuss my group's recent work on state-of-the-art natural language generation (NLG) and dialogue models that are multimodal, personality-based, and knowledge-rich. First,…

From  Kathryn Gentilello on November 26th, 2018 11 plays 0  

Benjamin Recht - The Statistical Foundations of Learning to Control

Given the dramatic successes in machine learning and reinforcement learning over the past half decade, there has been a surge of interest in applying these techniques to continuous control problems…

From  Kathryn Gentilello on November 26th, 2018 50 plays 0  

Graham Poliner - Practical Applications of Signal Processing and Machine Learning in a Dynamic Retail Environment

The retail industry is the midst of rapid change due to intensifying competition from fragmented and non-traditional sources, expansion of assortment breadth and product availability, and more…

From  Kathryn Gentilello on November 16th, 2018 58 plays 0