Nícolas Agostini

Computer Scientist at Northeastern University Computer Architecture Research Laboratory (NUCAR) - NEU

Georgia, United States
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Summary

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Senior
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Top School
Nícolas Agostini is a computer scientist with 11 years of experience blending compiler research, ML-driven optimizations, and hardware-software co-design, currently advancing MLIR-based compiler flows at Pacific Northwest National Laboratory. He led development of SODA-OPT, the first MLIR-based high-level compiler enabling system-level DNN design and automated FPGA/ASIC generation, and co-authored award-winning grants. His work spans LLVM/MLIR extensions, HLS tool integration (Bambu, Vitis, OpenROAD), GPU kernel optimization, and end-to-end accelerator simulation, reflecting deep expertise across the stack from Verilog and SystemC to TensorFlowLite. A PhD in Computer Engineering from Northeastern, he combines academic rigor with hands-on engineering—mentoring students and shipping production-capable research prototypes. Notably, he has a track record of applying machine learning inside compilers to bridge research ideas into practical high-performance computing and accelerator toolchains.
code11 years of coding experience
job2 years of employment as a software developer
bookThe University of Sydney
bookDoctor of Philosophy (Ph.D.), Computer Engineering, Doctor of Philosophy (Ph.D.), Computer Engineering at Northeastern University
bookBachelor’s Degree, Electrical and Electronics Engineering, Bachelor’s Degree, Electrical and Electronics Engineering at Universidade Federal do Rio Grande do Sul / UFRGS
languagesPortuguese, English, Spanish
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Github Skills (120)

python10
deep-learning10
ml10
neural-network10
data-science10
console10
tensorflow10
machine-learning10
deep-neural-networks10
editor9
modular9
scalable9
vhdl-code9
windows9
visual-studio9

Programming languages (13)

C#SmartyJavaC++Standard MLJupyter NotebookTypeScriptDockerfile

Github contributions (5)

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tancheng/mlir-cgra

Jun 2021 - Nov 2022

Contributions:189 commits in 1 year 5 months
agostini01/dotfiles

Jun 2017 - Dec 2024

Contributions:28 pushes, 1 branch in 7 years 8 months
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Nícolas Agostini - Computer Scientist at Northeastern University Computer Architecture Research Laboratory (NUCAR) - NEU