From jeffrey.fischer at gmail.com Tue Jan 25 12:53:30 2022 From: jeffrey.fischer at gmail.com (Jeff Fischer) Date: Tue, 25 Jan 2022 09:53:30 -0800 Subject: [Baypiggies] Thursday's BayPiggies: Time Series Anomaly Detection Message-ID: Thursday January 27th, 2022 7:00pm This month, we'll have a talk from Linda Zhou on Time Series Anomaly Detection. We are also looking for a lightning talk (10 - 15 minutes). If you are interested in giving a talk, please reach out to us. Main Talk: An Introduction to Time Series Anomaly Detection The goal of time series anomaly detection is to identify unexpected data points or patterns in time-based sequences of values or events. This talk is for Python developers with a basic understanding of machine learning. I will cover common use cases for time series anomaly detection (e.g. observability, IoT failure prediction, fraud detection, log analysis), key terminology (e.g. outlier, change point, seasonality, drift, univariate, multivariate), statistical and ML algorithms (e.g. ARIMA, LOF, Isolation Forest), and Python libraries providing implementations of these models (e.g. Scikit-learn, PyCaret, Merlion, PYOD). At the end of the talk, you should have enough background to know where to start when approaching these types of problems. Speaker Bio: Linda Zhou Linda is a Director of Data Science Engineering at Cisco in the AppDynamics product line. She has worked in various roles in engineering, product management, alliances, and solutions marketing. She received an MBA from Carnegie Mellon University and a BS in Computer Science and Engineering from Jinan University. Code of Conduct https://baypiggies.net/pages/code_of_conduct.html Interactions online have less nuance than in-person interactions. Please be Open, Considerate and Respectful. Also, please refrain from discussing topics unrelated to the Python community or the technical content of the meeting. RSVP We will conduct the meeting via Zoom. Please register in advance. To do so, go to the Meetup page for this event: https://www.meetup.com/BAyPIGgies/events/282508765/. If you RSVP "Yes" to this event on MeetUp, the link to the Zoom meeting will be displayed. If you do not have a MeetUp account, you can email me directly, and I can share the link with you. Please note that: - You are expected to follow our code of conduct. - The meeting will be recorded and uploaded to our YouTube Channel at a later date. Thanks, Jeff and the BayPiggies organizers -------------- next part -------------- An HTML attachment was scrubbed... URL: