Interpreting Machine Learning Models
This course provides an introduction to interpreting machine learning models, specifically deep learning models that are pre-trained on large amounts of data using self-supervision. The course is designed to cover the breadth of different techniques for explaining predictions of classifiers trained on language, vision, and tabular data. You will get hands-on experience working with different algorithms for interpretability and benchmark widely used ML models for faithfulness and plausibility. The course will also cover the basics of how some explanations can help uncover artifacts and use those observations to build robust ML models.
Course taught by expert instructors
Nazneen Rajani
Robustness Research Lead at Hugging Face
Nazneen is a Robustness Research Lead at Hugging Face She got her Ph.D. in Computer Science from UT Austin where she was advised by Pof. Ray Mooney. Several of her works (15+) have been published in top-tier AI conferences including ACL, EMNLP, NAACL, NeurIPS, ICLR. Nazneen was one of the finalists for the VentureBeat Transform 2020 women in AI Research. Her work has been covered by various media outlets including Quanta magazine, VentureBeat, SiliconAngle, ZDNet, Datanami. More details about her work can be found on her website https://www.nazneenrajani.com/
The course
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Live courses by leading experts
Our instructors are renowned experts in AI, data, engineering, product, and business. Deep dive through always-current live sessions and round-the-clock support.
Practice on the cutting edge
Accelerate your learning with projects that mirror the work done at industry-leading tech companies. Put your skills to the test and start applying them today.
Flexible schedule for busy professionals
We know you’re busy, so we made it flexible. Attend live events or review the materials at your own pace. Our course team and global community will support you every step of the way.
Completion certificates
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Best-in-class outcomes
15-20x engagement compared to async courses
Support & accountability
You are never alone, we provide support throughout the course.
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