Emergent Abilities of Large Language Models
On 14 Apr, 2023 By admin 0 Comments
October, 2022
Abstract
External Course
Estimating individual-level optimal causal interventions combining causal models and machine learning models - DSA ADS Course 2023
On 12 Apr, 2023 By admin 0 Comments
DSA ADS Course 2023
This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.
Discuss statistical causal inference methods.
Estimating individual-level optimal causal interventions combining causal models and machine learning models - 2021
Abstract
Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans
On 12 Apr, 2023 By admin 0 Comments
DSA ADS Course - 2021
Machine Learning, Radiology, Radiographs, CT scans, Medicine, Learning Algorithms
Learning to Reinforcement Learn - DSA ADS Course 2023
On 10 Apr, 2023 By admin 0 Comments
DSA ADS Course 2023
This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.
Discuss deep reinforcement learning systems.
Making Contextual Decisions with Low Technical Debt
On 10 Apr, 2023 By admin 0 Comments
DSA External Course - 2021
May, 2017
Abstract:
Topological Data Analysis - DSA ADS Course 2023
On 8 Apr, 2023 By admin 0 Comments
DSA ADS Course 2023
This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.
Discuss topological data analysis in real world scenarios.
The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence
On 7 Apr, 2023 By admin 0 Comments
2020
DSA ADS Course - 2021
Recent research in artificial intelligence and machine learning has largely emphasized general-purpose learning and ever-larger training sets and more and more compute. In contrast, I propose a hybrid, knowledge-driven, reasoning-based approach, centered around cognitive models, that could provide the substrate for a richer, more robust AI than is currently possible.
Neurosymbolic AI: The 3rd Wave
On 3 Apr, 2023 By admin 0 Comments
DSA ADS Course - 2021
Discuss neurosymbolic AI systems with logical reasoning and explainability via symbolic knowledge representation. Consider trust, safety, interpretability and accountability of AI.
Neurosymbolic AI: The 3rd Wave - 2020
Abstract
Radical Empiricism and Machine Learning Research
On 3 Apr, 2023 By admin 0 Comments
DSA ADS Course - 2021
Machine Learning, Causality, Causal Models, Knowledge Representation
Discuss “data fitting” vs “data interpreting” approaches to data science along three dimensions: Expediency, Transparency, and Explainability.
Radical Empiricism and Machine Learning Research - May, 2021 by Judea Pearl
Abstract
Probability - Theory and Examples - Durrett
On 3 Apr, 2023 By admin 0 Comments
DSA ADS Course 2023
This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.
Discuss application of probability theory in real world scenarios.