~/talks

Andy Petrella

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titleconferencedate
What Is Data Observability and What Benefits Does It Bring to Data Teams?Voxxed Days Luxembourg 20222022-06-21
Data observability is presented as a way for data teams to monitor in real time how data is used across systems, projects, and applications so they can detect…
Talk in French on
Deep Learning and NLP with SparkScala Days Berlin 20162016-06-15
Implements an LSTM sentiment classifier on Spark using DL4J, ND4J and the Google News word2vec (binary, expands to ~3.5 GB in memory) to convert IMDb reviews…
Talk on
Scala: The Unpredicted Lingua Franca for Data ScienceScala Days Berlin 20162016-06-15
Argument: Scala gains traction because JVM deployment, functional closures and Spark let teams run distributed analytics without language gaps; claim includes…
Talk on
Deep Learning and NLP with SparkScala Days Berlin 20162016-06-15
Implements a Spark‑ready LSTM used for sentiment on IMDB reviews, training a two‑layer LSTM with 200 cells fed by 300‑dim word vectors and batched at 50…
Talk on
Scala: The Unpredicted Lingua Franca for Data ScienceScala Days Berlin 20162016-06-15
Claims Scala becomes the practical engine behind distributed data science by enabling interactive, production-ready workflows using Spark Notebook and Docker…
Talk on
DBTB INT Andy PetrellaData By the Bay 20162016-05-16
A platform for interoperable, scalable genomics and health data that moves teams from ad hoc analysis to production-ready pipelines by pushing curated datasets…
Talk on
Interactive Machine Learning on Genomics Data with Spark NotebookData By the Bay 20162016-05-16
Converts 1000 Genomes BAM/VCF raw files (≈152 GB) into ADAM schema stored as Parquet, creating ~10,000 partitions so the same dataset loads in about one minute…
Talk on
A Scalable GA4GH Server ImplementationData By the Bay 20162016-05-16
A GA4GH server implementation that claims to be a scalable reference uses Apache Spark and the ADAM genomics schemas as its back end, implements variant…
Talk on
Large Road-Network analysis with GraphXScala.IO 20142014-10-23
Uses GraphX on Spark to turn OpenStreetMap ways into a dual road graph (sections between intersections), processes ~80 cities totaling ~3 million section-edges…
Talk on
Scalable Genomics with ADAMScala.IO 20142014-10-23
ADAM is a schema‑first storage and processing stack built on Apache Spark and Parquet that replaces bulky VCF text files with typed columnar rows, reducing…
Talk on
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