Search result for Data bias Online Courses & Certifications
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Promote the Ethical Use of Data-Driven Technologies
by Renée Cummings , Aaron Hui , Megan Smith Branch , Eleanor 'Nell' Watson , Tania De Gasperis- 4.7
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Approx. 21 hours to complete
The greatest risk in emerging technology is the perpetuation of bias in automated technologies dependent upon data sets. You will learn types of bias and common ethical theories and how they can be applied to emerging technology, and examine legal and ethical privacy concepts as they relate to technologies such as artificial intelligence, machine learning and data science fields....
Analyze Datasets and Train ML Models using AutoML
by Antje Barth , Shelbee Eigenbrode , Sireesha Muppala , Chris Fregly- 4.6
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Approx. 14 hours to complete
In the first course of the Practical Data Science Specialization, you will learn foundational concepts for exploratory data analysis (EDA), automated machine learning (AutoML), and text classification algorithms. Practical Data Science Use case and data set Data ingestion and exploration Data visualization Week 2: Data Bias and Feature Importance Statistical bias...
Bias and Discrimination in AI
by Golnoosh Farnadi , Emre Kiciman , Rachel Thomas- 0.0
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4 Weeks
In this MOOC, based on an IVADO School involving various international experts in the field, you will learn how to identify and alleviate bias and discrimination in Artificial Intelligence. One of its missions is to contribute to the advancement of digital knowledge and train new generations of bias-aware data scientists. Understanding bias and discrimination in all its aspects...
$149
Introduction to Systematic Review and Meta-Analysis
by Tianjing Li, MD, MHS, PHD , Kay Dickersin, PhD- 4.8
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Approx. 14 hours to complete
We will cover how to formulate an answerable research question, define inclusion and exclusion criteria, search for the evidence, extract data, assess the risk of bias in clinical trials, and perform a meta-analysis. Searching Principles and Bias Assessment Searching Principles and Assessing Bias Lecture 4A: Why Bias in the Individual Study is Important to a Systematic Review and Meta-Analysis...
AI Workflow: Feature Engineering and Bias Detection
by Mark J Grover , Ray Lopez, Ph.D.- 4.5
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Approx. 12 hours to complete
Class imbalances can seriously affect the validity of your machine learning models, and the mitigation of bias in data is essential to reducing the risk associated with biased models. Explain the ethical considerations regarding bias in data Employ ai Fairness 360 open source libraries to detect bias in models Data Bias...
Artificial Intelligence Data Fairness and Bias
by Brent Summers- 4.9
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Approx. 6 hours to complete
In this course, we will explore fundamental issues of fairness and bias in machine learning. From human bias to dataset awareness, we will explore many aspects of building more ethical models. Deploying fairness: combating bias in practice Human factors: minimizing bias in data Getting out of your head: bias awareness...
Psychology of Diversity and Unconscious Bias
by Andrew Luttrell, Ph.D.- 4.5
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2.5 hours on-demand video
Many people understand that diversity and unconscious bias are important issues to grapple with, but it’s difficult to get a strong handle on them. For years, social scientists have turned their attention to stereotyping and discrimination in order to use data and scientific methods to know more about why it happens and how to stop it....
$15.99
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Detect and Mitigate Ethical Risks
by Renée Cummings , Jennifer Fischer , Eleanor 'Nell' Watson- 0.0
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Approx. 20 hours to complete
Private Data Third-Party Data Secondary Use of Data Combined Data Sources Track Customer Data Implicit Bias Sampling Bias Reinforcement Bias Temporal Bias Overfitting to Training Data Bias and Safety Bounties Radioactive Data Tracing Bias Evaluate Training Data and Models Protect the Security of Data in Storage Protect the Security of Data in Transit...
Prepare Data for Exploration
by Google Career CertificatesTop Instructor- 4.8
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Approx. 22 hours to complete
This is the third course in the Google Data Analytics Certificate. These courses will equip you with the skills needed to apply to introductory-level data analyst jobs. - Discover how to identify different types of bias in data to help ensure data credibility. Understanding bias in data Feel confident in your data...
Introduction to Clinical Data
by Nigam Shah , Steven Bagley , David Magnus- 4.6
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Approx. 12 hours to complete
This course introduces you to a framework for successful and ethical medical data mining. We will explore the variety of clinical data collected during the delivery of healthcare. We will also explore issues of fairness and bias that may arise when we leverage healthcare data to make decisions about patient care....
