Главная
Study mode:
on
You
History
Saved
In progress 0 courses
compleat 0 courses
#Art & Design #Adobe #ChatGPT #GitHub

#Interpretable Machine Learning

Showing: 17 courses
Broad Institute

Interpretable Machine Learning for Model Oversight and Insight

0 rewiews
Explore interpretable machine learning techniques for model oversight and gaining valuable insights with Finale Doshi-Velez in this colloquium on AI applications in biomedicine.
Add to list
1 Lesons
55 minutes
On-Demand
Free-Video
Institute for Advanced Study

Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead - Cynthia Rudin

0 rewiews
Advocating for interpretable machine learning models in high-stakes decisions, highlighting their reliability and transparency compared to black box models with potentially misleading explanations.
Add to list
32 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Institute for Advanced Study

Introduction to Interpretable Machine Learning II - Cynthia Rudin

0 rewiews
Explore interpretable machine learning with a focus on decision trees, information theory, and analytical bounds. Gain insights into modern approaches and practical applications.
Add to list
14 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Institute for Advanced Study

Introduction to Interpretable Machine Learning - Cynthia Rudin

0 rewiews
Explore interpretable machine learning with Cynthia Rudin, covering classification, natural language processing, and decision trees. Gain insights into model complexity and information theory applications.
Add to list
10 Lesons
57 minutes
On-Demand
Free-Video
1littlecoder

SHAP and Shapley Values for Interpretable Machine Learning - Kaggle 30 Days of ML Day 18

0 rewiews
Explore SHAP and Shapley Values for interpretable machine learning. Learn local interpretation techniques, Python implementation, and visualization methods for explainable AI.
Add to list
1 Lesons
21 minutes
On-Demand
Free-Video
1littlecoder

What is Interpretable Machine Learning - ML Explainability - with Python LIME Shap Tutorial

0 rewiews
Explore interpretable machine learning with Python, covering LIME and SHAP techniques for explainable AI. Learn why ML explainability matters and how to implement it in your projects.
Add to list
8 Lesons
41 minutes
On-Demand
Free-Video
Bolei Zhou

Towards Falsifiable Interpretability Research in Machine Learning - Lecture

0 rewiews
Explore techniques for falsifiable interpretability in machine learning, focusing on saliency, individual neurons, and populations. Learn to build stronger hypotheses for more robust research.
Add to list
23 Lesons
49 minutes
On-Demand
Free-Video
Alan Turing Institute

Scoring Systems - At the Extreme of Interpretable Machine Learning - Cynthia Rudin - Duke University

0 rewiews
Explore interpretable machine learning for high-stakes decisions. Learn about optimal scoring systems, their applications in healthcare and criminal justice, and the importance of transparency in AI models.
Add to list
22 Lesons
46 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Interpretable Machine Learning via Program Synthesis - IPAM at UCLA

0 rewiews
Explore interpretable machine learning through program synthesis, focusing on control policies and RNA splice prediction. Learn novel approaches for creating custom, problem-specific model families.
Add to list
27 Lesons
47 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Fair and Interpretable Decision Rules for Binary Classification

0 rewiews
Explore fair and interpretable decision rules for binary classification using Boolean rule sets in DNF, with a focus on maximizing accuracy while maintaining group fairness constraints.
Add to list
14 Lesons
31 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Interpreting Deep Neural Networks Towards Trustworthiness - IPAM at UCLA

0 rewiews
Explore techniques for interpreting deep neural networks, including ACD and AWD methods, to enhance trustworthiness in AI applications across scientific domains.
Add to list
1 Lesons
53 minutes
On-Demand
Free-Video
International Mathematical Union

Interpreting Deep Neural Networks Towards Trustworthiness

0 rewiews
Explores methods for interpreting complex neural networks, introducing ACD and AWD techniques. Advocates for a quality-controlled data science lifecycle to ensure trustworthy model interpretation.
Add to list
1 Lesons
46 minutes
On-Demand
Free-Video
Open Data Science

Interpretable Machine Learning to Model Drug Perturbations in Single Cell Genomics

0 rewiews
Explore interpretable machine learning for modeling drug effects on single-cell genomics. Learn about deep autoencoders, manifold identification, and predicting novel perturbations in cellular states.
Add to list
12 Lesons
36 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Interpretable Machine Learning with an Eye for the Physics

0 rewiews
Explore hybrid multivariate modeling combining theory-driven preprocessing, data-driven chemometrics, and machine learning to extract meaningful information from complex big data measurements.
Add to list
1 Lesons
59 minutes
On-Demand
Free-Video
Steve Brunton

SINDy-RL: Interpretable and Efficient Model-Based Reinforcement Learning

0 rewiews
Explores SINDy-RL, a framework combining sparse identification of nonlinear dynamics with reinforcement learning for efficient, interpretable control policies in complex environments.
Add to list
9 Lesons
21 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

First Steps to Interpretable Machine Learning

0 rewiews
Explore interpretable machine learning using SHAP values to understand model predictions and feature importance, based on a real data science project with practical insights.
Add to list
15 Lesons
21 minutes
On-Demand
Free-Video
IIIA Hub

Responsible Data Management - Ethics and Legal Compliance in Data-Driven Systems

0 rewiews
Explore ethical considerations in data-driven systems, focusing on responsible data collection, preparation, and lifecycle management for building fair and interpretable AI solutions.
Add to list
1 Lesons
1 hour 6 minutes
On-Demand
Free-Video