Erin McAuley

Vishal Patel | A Practical Guide to Dimensionality Reduction Techniques

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Video URL: https://www.youtube.com/watch?v=ioXKxulmwVQ ### Contents 0:03 Speaker Introduction 0:20 Presentation Agenda 1:24 Dimensionality Reduction (DR), a brief overview 3:30 DR techniques are used as part of data preparation 4:50 Overview...

Video URL: https://www.youtube.com/watch?v=ImXOdgEgaTM ### Contents 0:06 Talk Introduction 0:15 Presenter Introduction 0:34 Agenda: Bayesian Optimization 1:20 Black-box optimization: context and examples 6:13 Traditional/naive strategies for optimization may waste resources 9:42...

Video URL: https://www.youtube.com/watch?v=Kj1WwpPFr-I ### Contents 0:37 Speaker Introduction 4:08 Example scenario and average Pandas-based processing techniques 6:38 Chaining 7:58 Creating a function to simplify your chain 8:58 Debugging your chain...

URL: https://www.youtube.com/watch?v=OUFe8JqPqTU&list=WL&index=1 ### Contents 0:06 Presentation Introduction 0:18 Python Performance Paradox: a popular but slow language 1:22 Vectorization is a solution 2:03 Vectorization can be 100x faster (example) 4:38 Remaining...

URL: https://www.youtube.com/watch?v=QVfgqkTv7b8 Contents 0:05 Presentation Introduction 0:37 Agenda 0:59 Speaker Introduction 1:10 P-Values are a way of quantifying how extreme your data are 3:44 Why can’t p-values be used to...

Video URL: https://www.youtube.com/watch?v=bzdMHXDusOQ&list=WL&index=335 Contents 0:06 Talk Introduction 1:45 Parallelization use cases 3:15 Use Case 1: No dependencies across data or analysis 4:19 Use Case 2: Model scoring on a per-record...

Video URL: https://www.youtube.com/watch?v=tMcCzoeuf30 Contents 0:12 Talk Introduction 1:00 Speaker Disclaimer and Slide Access 1:22 Data Driven Decision Making 2:07 Main Takeaways 2:31 Intended Audience of the Talk 2:51 Speaker Introduction...

Video URL: https://www.youtube.com/watch?v=YPJQydzTLwQ Contents 0:00 Acknowledgements and Sponsors 0:37 Housekeeping Items for In-Person Attendees 1:41 PyData Code of Conduct 2:41 Icebreaker for In-Person Attendees 4:20 Announcement: This Month in Data...

Video URL: https://www.youtube.com/watch?v=4PI5iHfO6PE Contents 0:00 About Presenter 0:49 About [Ancestry.com](http://ancestry.com/) 1:25 About [Ancestry.com](http://ancestry.com/) Consumer Genomics Products and Results 3:49 Production Data Pipelines and Main Use Cases 5:35 About [Ancestry.com](http://ancestry.com/)’s Main...

Addresses https://github.com/fulcrumgenomics/fgpyo/issues/92 * Added extract_umis_from_read_name() (based on gist provided by Matt); modified to accept a bool `strict`: -- if `strict=True`, we count number of colons in read name to determine...