Alfredo Canziani

Assistant Professor Of Computer Science at Courant Institute of Mathematical Sciences

New York, New York, United States
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Summary

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Alfredo Canziani is an assistant professor of computer science at NYU with 13 years of experience bridging deep learning research, teaching, and hands-on ML engineering. His work spans academic research on autonomous driving, uncertainty estimation and latent forward models, co-teaching flagship deep learning courses, and contributing production-focused code to influential open-source Torch and PyTorch repositories. He has a strong track record of practical model engineering—adding recurrent and normalization features, batch support, and autoencoder/VAE implementations—alongside clear educational communication through multimedia course materials. Alfredo pairs a formal PhD background in deep learning with prior industry consulting to optimize demos and systems for real hardware. Based in New York, he blends technical rigor with creative pursuits—musician, dancer and cook—which inform a collaborative, interdisciplinary approach to research and teaching. Notably, he contributed to popular NYU deep learning course materials and Torch demos that help bridge tutorial content and real-model improvements.
code13 years of coding experience
job7 years of employment as a software developer
bookDoctor of Philosophy (PhD), Deep Learning, Doctor of Philosophy (PhD), Deep Learning at Purdue University
bookMaster of Engineering (MEng), Electrical and Electronics Engineering, 110 / 110 cum laude, Master of Engineering (MEng), Electrical and Electronics Engineering, 110 / 110 cum laude at Università degli Studi di Trieste
bookMaster of Science, Microsystems & Nanotechnology, First (of five grades), Master of Science, Microsystems & Nanotechnology, First (of five grades) at Cranfield University
languagesItalian, English, Spanish, Chinese, American Sign Language, Slovenian
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693reputation
63kreached
3answers
17questions
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Github Skills (27)

pytorch10
python10
image-processing10
machine-learning10
recurrent-neural-networks10
autoencoder10
lua10
keras10
deep-learning10
neural-network10
computer-vision10
jupyter-notebook10
face-detection9
automatic-differentiation9
normalizing8

Programming languages (29)

C#CCMakeGoHTMLJupyter NotebookTypeScriptShell

Github contributions (5)

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Atcold/NYU-DLSP20

Jul 2018 - Apr 2022

NYU Deep Learning Spring 2020
Role in this project:
userData Scientist
Contributions:1 release, 405 reviews, 399 commits in 3 years 9 months
Contributions summary:Alfredo added a Keras-based notebook for regularisation in neural networks, exploring different regularisation techniques such as L2 regularization, L1 regularization, and dropout. They also included data loading and preprocessing steps utilizing the IMDB dataset and tokenization. Furthermore, the user implemented a model to study regularisation and visualised train/test loss and accuracy, suggesting a focus on understanding and demonstrating the impact of regularisation on model performance.
pytorchdeep-learningjupyter-notebookneural-netsmachine-learning
Atcold/NYU-DLSP21

Apr 2021 - Aug 2022

NYU Deep Learning Spring 2021
Role in this project:
userML Engineer
Contributions:133 reviews, 37 commits, 37 PRs in 1 year 4 months
Contributions summary:Alfredo primarily contributed to the development and experimentation of deep learning models within the repository. Their work included the addition of an autoencoder and VAE implementations, leveraging PyTorch. The user also made bug fixes and updated existing notebook files.
ebmdeep-learningspringspring-learningnyu
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Alfredo Canziani - Assistant Professor Of Computer Science at Courant Institute of Mathematical Sciences