jacopotagliabue/MLSys-NYU-2023

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jacopotagliabue/MLSys-NYU-2023

jacopotagliabue

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Slides, scripts and materials for the Machine Learning in Finance course at NYU Tandon, 2023.

you-dont-need-a-bigger-boat

An end-to-end implementation of intent prediction with Metaflow and other cool tools

reclist

Behavioral "black-box" testing for recommender systems

MLSys-NYU-2022

Slides, scripts and materials for the Machine Learning in Finance Course at NYU Tandon, 2022

Jupyter Notebook

recs-at-resonable-scale

Recommendations at "Reasonable Scale": joining dataOps with recSys through dbt, Merlin and Metaflow

post-modern-stack

Joining the modern data stack with the modern ML stack

foundation-models-for-dbt-entity-matching

Playground for using large language models into the Modern Data Stack for entity matching

FREE_7773

Materials for my 2021 NYU class on NLP and ML Systems (Master of Engineering).

Jupyter Notebook

paas-data-ingestion

Ingesting data with Pulumi, AWS lambdas and Snowflake in a scalable, fully replayable manner

tensorflow_to_lambda_serverless

Serve tensorflow models prediction from AWS lambda endpoints

no-ops-machine-learning

A PaaS End-to-End ML Setup with Metaflow, Serverless and SageMaker.

dag-card-is-the-new-model-card

Template-based generation of DAG cards from Metaflow classes, inspired by Google cards for machine learning models.

retail-personalization-workshop

In-Session Personalization Workshop for eCommerce, April 2021, and the MICES Workshop in June 2021.

Jupyter Notebook

anki-drive-python-sdk

Python+node wrapper to read/send message from/to Anki Overdrive bluetooth vehicles.

clothes-in-space

Personalization with deep learning in 100 lines of code

Jupyter Notebook

pixel_from_lambda

Serve a 1x1 GIF pixel from an AWS lambda-powered endpoint

spark_tree2lambda

Python micro-service to serve a decision tree trained with Spark through AWS Lambda

Jupyter Notebook

session-path

SessionPath is a deep learning model that provides personalized category suggestions for type-ahead APIs. This repo re-implements the original paper (https://arxiv.org/abs/2005.12781) leveraging Ludwig capabilities.

tarski-2.0

Old-style computational semantics at the time of Python 3.6

magic-the-gpthering

Playground for generating cards in the style of "Magic The Gathering" using generative AI

webppl_to_lambda_serverless

Deploying a webppl probabilistic program as an (AWS lambda) endpoint.

On-the-plurality-of-graphs

WIP code for the "on the plurality of graphs" paper

Jupyter Notebook

jacopotagliabue.github.io

Personal website

how-much-is-a-billion

Generating meaningful perspectives with NLP and Probabilistic Programming.