HPC2N
HPC2N
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Lecture 14c: Machine Learning and Deep Learning with Python - some examples
Fourteenth lecture, part 3 from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 2.
In this lecture we talk about Machine Learning and Deep Learning, going over some extra examples.
Instructor and presenter: Jayant Yadav, UPPMAX, Uppsala University, Uppsala, Sweden.
Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-python
Slides/presentations: uppmax.github.io/HPC-python/
GitHub repo (for exercises etc.): github.com/UPPMAX/HPC-python
Q/A page (PDF): github.com/UPPMAX/HPC-python/blob/main/Exercises/QA.pdf
The course was given under NAISS (National Academic Infrastructure for Super­computing in Sw...
Просмотров: 61

Видео

Lecture 14b: Machine Learning and Deep Learning with Python - TensorFlow and PyTorch
Просмотров 4514 часов назад
Fourteenth lecture, part 2 from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 2. In this lecture we talk about Machine Learning and Deep Learning, focusing on how to run TensorFlow and PyTorch in HPC. Instructor and presenter: Jayant Yadav, UPPMAX, Uppsala University, Uppsala, Sweden. Course page: www.h...
Lecture 14a: Machine Learning and Deep Learning with Python - Scikit-Learn
Просмотров 1514 часов назад
Fourteenth lecture, part 1 from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 2. In this lecture we talk about Machine Learning and Deep Learning, focusing on how to run Scikit-Learn in HPC. Instructor and presenter: Jayant Yadav, UPPMAX, Uppsala University, Uppsala, Sweden. Course page: www.hpc2n.umu.s...
Lecture 13: VSCode
Просмотров 2614 часов назад
Thirteenth lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 2. In this lecture we talk about the IDE VSCode. Instructor and presenter: Jayant Yadav, UPPMAX, Uppsala University, Uppsala, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-python Slides/presentations: uppmax.githu...
Lecture 12: Python and big data
Просмотров 2614 часов назад
Twelfth lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 2. In this lecture we explain about using big data with Python. Instructor and presenter: Björn Claremar, UPPMAX, Uppsala University, Uppsala, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-python Slides/presentations...
Lecture 11: Parallel computing with Python
Просмотров 12614 часов назад
Eleventh lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 2. In this lecture we talk about parallel computing with Python. Instructor and presenter: Pedro Ojeda-May, HPC2N, Umeå University, Umeå, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-python Slides/presentations: up...
Lecture 10: Analysis with Python - Seaborn
Просмотров 6814 часов назад
Tenth lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 2. In this lecture we show how to use the Python package Seaborn and how to do analysis with it. Instructor and presenter: Rebecca Pitts, LUNARC, Lund University, Lund, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-pyt...
Lecture 9: Analysis with Python - Pandas
Просмотров 5014 часов назад
Ninth lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 2. In this lecture we show how to use the Python package Pandas and how to do analysis with it. Instructor and presenter: Rebecca Pitts, LUNARC, Lund University, Lund, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-pyth...
Lecture 8: Using GPUs with Python (batch jobs, SLURM)
Просмотров 5816 часов назад
Eight lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 1. In this lecture we show how to use GPUs with Python in batch jobs (SLURM). Instructor and presenter: Birgitte Brydsø, HPC2N, Umeå University, Umeå, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-python Slides/present...
Lecture 7: matplotlib
Просмотров 2616 часов назад
Seventh lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 1. In this lecture we show how to use the Python package matplotlib. Instructor and presenter: Rebecca Pitts, LUNARC, Lund University, Lund, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-python Slides/presentations: ...
Lecture 6b: IDEs with Python (OnDemand desktop and spyder)
Просмотров 1516 часов назад
Sixth lecture, part 2 from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 1. In this lecture we show how to use the OnDemand desktop (Cosmos, LUNARC) and spyder. Instructor and presenter: Rebecca Pitts, LUNARC, Lund University, Lund, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-pyth...
Lecture 6a: IDEs with Python (Jupyter)
Просмотров 2416 часов назад
Sixth lecture, part 1 from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 1. In this lecture we show how to use Jupyter at several HPC centres, with focus on HPC2N (through ThinLinc) and NSC (SSH tunneling). Instructor and presenter: Birgitte Brydsø, HPC2N, Umeå University, Umeå, Sweden. Course page: www...
Lecture 5: Interactive Python jobs
Просмотров 316 часов назад
Fifth lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 1. In this lecture we show how to run interactive (batch, SLURM) jobs with Python. Instructor and presenter: Birgitte Brydsø, HPC2N, Umeå University, Umeå, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-python Slides/pr...
Lecture 4: Running Python through SLURM batch jobs
Просмотров 1516 часов назад
Fourth lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 1. In this lecture we show how to run Python through batch jobs (SLURM). Instructor and presenter: Birgitte Brydsø, HPC2N, Umeå University, Umeå, Sweden. Course page: www.hpc2n.umu.se/events/courses/2024/fall/hpc-python Slides/presentatio...
Lecture 3: Python virtual environments and installing packages
Просмотров 3116 часов назад
Third lecture from the "Using Python in an HPC environment" course which was given on 2024-12-(5-6) by UPPMAX, HPC2N, and LUNARC under NAISS. This is for day 1. In this lecture we look at how to create Python virtual environments and how to install packages to them yourself. Instructor and presenter: Björn Claremar, UPPMAX, Uppsala University, Uppsala, Sweden. Course page: www.hpc2n.umu.se/even...
Lecture 2: Load and run Python
Просмотров 6716 часов назад
Lecture 2: Load and run Python
Lecture 1: Introduction to the course "Using Python in an HPC environment"
Просмотров 6316 часов назад
Lecture 1: Introduction to the course "Using Python in an HPC environment"
Lecture 7: Git and teamwork
Просмотров 1516 часов назад
Lecture 7: Git and teamwork
Lecture 6: Git remote repositories
Просмотров 2219 часов назад
Lecture 6: Git remote repositories
Lecture C: SSH keys and GitHub
Просмотров 45День назад
Lecture C: SSH keys and GitHub
Lecture 5b: Git branches and merging
Просмотров 30День назад
Lecture 5b: Git branches and merging
Lecture 5a: Git branches and merging
Просмотров 29День назад
Lecture 5a: Git branches and merging
Lecture 4b: Git commits and the commit tree
Просмотров 33День назад
Lecture 4b: Git commits and the commit tree
Lecture 4c: Git commits and the commit tree
Просмотров 34День назад
Lecture 4c: Git commits and the commit tree
Lecture 4a: Git commits and the commit tree
Просмотров 1914 дней назад
Lecture 4a: Git commits and the commit tree
Lecture 3b: Basic concepts part 2
Просмотров 9014 дней назад
Lecture 3b: Basic concepts part 2
Lecture 3a: Basic concepts part 1
Просмотров 2114 дней назад
Lecture 3a: Basic concepts part 1
Lecture 0: Introduction to the Git course and setup
Просмотров 16514 дней назад
Lecture 0: Introduction to the Git course and setup
Lecture 2: Basic commands
Просмотров 3514 дней назад
Lecture 2: Basic commands
Lecture 1: Why use Git?
Просмотров 2714 дней назад
Lecture 1: Why use Git?

Комментарии

  • @annjepkorir5347
    @annjepkorir5347 13 дней назад

    loved the lecture

  • @higiniofuentes2551
    @higiniofuentes2551 5 месяцев назад

    Thank you for this very complete video!

  • @xinboli8151
    @xinboli8151 8 месяцев назад

    These videos and the notes are tremendously helpful for who tries to learn about task-based parallel computing. Thank you so much! Love from Canada

  • @manashsarma4019
    @manashsarma4019 Год назад

    Is the Gaussian16 oniom method suitable for QM/MM calculation?

  • @everythingfunctional
    @everythingfunctional 2 года назад

    To answer the questions about mismatches between Fortran and C kinds, Fortran DOES NOT do automatic casts. It will see that you are passing values/variables that are not of the same kind as the function/subroutine declaration and refuse to compile it. You somehow managed not to actually try an example with a mismatch.

  • @everythingfunctional
    @everythingfunctional 2 года назад

    Derived types absolutely can have allocatable components. Don't use pointers if you don't have to! If you want users to be able to access the components, just leave them public.

  • @mixx54
    @mixx54 2 года назад

    Everyone that reads this I hope you have a wonderful day!

  • @HPC2N
    @HPC2N 3 года назад

    The sound disappears for about 1 minute around 42 minutes in. Sorry about that!