~/talks

Evelina Gabasova

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Breaking black-box AINDC London 20202020-01-27
Demos run with R, scikit‑learn and Microsoft Cognitive Services expose concrete failures: R linear regression: one outlier raises R² from ~2.5% to 98% and…
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Breaking black-box AICode Mesh LDN 20192019-11-07
Live demos use scikit-learn, TensorFlow and Azure Cognitive Services to show concrete failures: a single outlier turns a random dataset into a model with R² ≈…
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Breaking Black-Box AIDevConf 20192019-09-25
Uses R and scikit-learn to show concrete failures: adding one outlier at (100,100) turns a 90% p-value random fit into a model with 98% R‑squared, a single…
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"Breaking black-box machine learning"Build Stuff Spain 20192019-05-23
Shows concrete failures and tools: uses R linear regression, scikit-learn decision trees, F# and Microsoft Cognitive Services vision API on real datasets (bike…
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Tabs, spaces and salaries: a data science detective storyNDC Porto 20192019-02-26
Stack Overflow’s claim that developers who use spaces earn more is reproduced from the survey but investigation shows why: a regressed model (full vs reduced)…
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Tabs, spaces and salaries: a data science detective storyNDC London 20192019-01-30
Stack Overflow survey shows developers who report using spaces have higher median pay, but analysis uses linear regression on thousands of responses and finds…
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A developer's guide to probabilistic programmingLambda World Seattle 20182018-09-17
Uses F# computation expressions and CSV type providers to turn probabilistic models into first-class code, builds a toy inference engine that does complete…
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Tabs, spaces and salaries: a data science detective storyNDC Oslo 20182018-06-11
Analysis of the Stack Overflow developer survey shows developers who report using spaces have about a $10,000 difference in median salary across experience…
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How to look like a statistician (...)Lambda Days 20182018-02-22
Claim: developers can write Bayesian models without a PhD and let an engine do the heavy lifting. Uses F# prototypes and Stan, implements sampling and a brute…
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The mysterious correlation: a detective storyCodemotion Milan 20172017-11-10
Stack Overflow survey shows spaces associated with higher median salary but deeper analysis using linear models finds linear regression and adjusted R^2 equal…
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.NET Rocks Live Panel on Machine LearningNDC London 20172017-01-16
Join Carl and Richard from .NET Rocks and a panel including Jennifer Marsman, Barbara Fusinska and Evelina Gabasova discussing the state of machine learning…
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Exploring StackOverflow dataNDC London 20172017-01-16
Whole StackOverflow XML dump (~100–135 GB) is preprocessed into a ~1.5 GB CSV and analyzed with CSV type provider in F#; a weekend index compares weekend vs…
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Exploring StackOverflow DataGOTO Copenhagen 20162016-10-03
Stack Overflow’s quarterly dump (≈135 GB, ~5M users, ~1M with fillable locations) gets parsed with type providers (CSV, JSON, HTML) to infer schema and call…
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The F#orce AwakensNDC Oslo 20162016-06-08
Parses seven Star Wars screenplays with active patterns in F#, resolves OCR name quirks, and augments missing silent characters (R2‑D2, Chewbacca) by scaling…
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The F#orce AwakensLambda Days 20162016-02-25
Parses movie scripts with the F# Data HTML type provider and active patterns, patches missing speech by estimating counts for non-speaking characters like…
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How machine learning helps cancer researchStrange Loop 20152015-09-24
Machine learning identifies concrete results: clustering of gene-expression to find cancer subtypes that correlate with treatment response and survival; matrix…
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