Towards AI

NOVEMBER 7, 2024

This week, we are diving into some very interesting resources on the AI ‘black box problem’, interpretability, and AI decision-making. Parallely, we also dive into Anthropic’s new framework for assessing the risk of AI models sabotaging human efforts to control and evaluate them. Enjoy the read!

Black Box AI 98

Black Box AI AI AI Machine Learning 98

Towards AI

DECEMBER 19, 2023

Source: interpretable-ml-book The field of deep learning has grown exponentially and the recent craze about ChatGPT is proof of the same. The models are becoming more and more complex with deeper layers leading to greater accuracy. One issue with this current trend is the focus on interpretability is lost at times.

Neural Network 111

Neural Network Black Box AI AI Modeling Explainability 111

O'Reilly Media

DECEMBER 12, 2023

Another group of cases involving text (typically novels and novelists) argue that using copyrighted texts as part of the training data for a Large Language Model (LLM) is itself copyright infringement, 1 even if the model never reproduces those texts as part of its output. In the future, AIs may be included among those ghostwriters.

AI 103

AI AI LLM Black Box AI 103

Mlearning.ai

DECEMBER 31, 2023

Principles of Explainable AI( Source ) Imagine a world where artificial intelligence (AI) not only makes decisions but also explains them as clearly as a human expert. This isn’t a scene from a sci-fi movie; it’s the emerging reality of Explainable AI (XAI). Present the model’s predictions to stakeholders.

Explainable AI 52

Explainable AI Explainability Black Box AI Neural Network 52

Artificial Corner

JUNE 21, 2023

Throughout history, religions have claimed that their holy books were authored by non-human intelligence. While this assertion was unsubstantiated in the past, the rise of AI presents the possibility of it becoming a real reality. Often referred to as the “black box,” AI algorithms can be complex and difficult to comprehend fully.

AI Tools 52

AI Tools Black Box AI Algorithm Artificial Intelligence 52