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Intro

Passing the Turing test

Isaac Asimov

Everything under control, someone's

Choices made for you

Devices reflecting stereotypes

Aggression detected?

Debiasing by post-processing

Debiasing by removing features

Correcting bias before training

Model Agnostic Interpretation

Model Interpretability?

Can data scientist be replaced?

Framing a project

Building data pipelines

Model development

Automated Machine Learning : Azure ML

Automated ML future

Transfer skills and knowledge

Norwegian Moose Detector

Transfer Learning: replace prediction unit

Transfer Learning: freeze other layers

Pretrained networks

GAN: Generate the data?

GAN: Architecture

GAN applications : data augmentation

GAN : Image reconstruction

Image to Image transition

Al creates modern art

GAN : Adversarial attacks

Reward and Punishment

Feedback from reality

Deep Reinforcement Learning

Alpha Go Victory

Boston Dynamics: back to basics

Adaptability

Correlation is not Causation

Cause-Effect connection

Causal Learning

Description:

Dive into a comprehensive exploration of cutting-edge Machine Learning concepts in this 53-minute conference talk from NDC Conferences. Demystify complex ML buzzwords and gain a clear understanding of the latest trends in the field, from Reinforcement Learning and AutoML to ML bias, without delving into complex formulas. Learn about passing the Turing test, Isaac Asimov's contributions, and the implications of AI-driven decision-making. Explore topics such as debiasing techniques, model interpretability, and the potential for automated data science. Discover the power of transfer learning, generative adversarial networks (GANs), and their applications in various domains. Delve into deep reinforcement learning, its successes, and real-world applications. Conclude with insights on causality in machine learning and the importance of distinguishing correlation from causation. By the end of this talk, gain a comprehensive overview of the current state of Machine Learning and its future directions. Read more

ML BuzzWords Demystified

NDC Conferences

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#Conference Talks #NDC Conferences #Computer Science #Machine Learning #Reinforcement Learning #AutoML #Artificial Intelligence #Neural Networks #Generative Adversarial Networks (GAN) #Transfer Learning #Model Interpretability