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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 Sweden): www.naiss.se/
มุมมอง: 76

วีดีโอ

Lecture 14b: Machine Learning and Deep Learning with Python - TensorFlow and PyTorch
มุมมอง 48วันที่ผ่านมา
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
มุมมอง 26วันที่ผ่านมา
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
มุมมอง 37วันที่ผ่านมา
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
มุมมอง 37วันที่ผ่านมา
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
มุมมอง 144วันที่ผ่านมา
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
มุมมอง 73วันที่ผ่านมา
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
มุมมอง 53วันที่ผ่านมา
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)
มุมมอง 109วันที่ผ่านมา
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
มุมมอง 33วันที่ผ่านมา
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)
มุมมอง 20วันที่ผ่านมา
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)
มุมมอง 61วันที่ผ่านมา
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
มุมมอง 3วันที่ผ่านมา
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
มุมมอง 32วันที่ผ่านมา
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
มุมมอง 33วันที่ผ่านมา
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
มุมมอง 115วันที่ผ่านมา
Lecture 2: Load and run Python
Lecture 1: Introduction to the course "Using Python in an HPC environment"
มุมมอง 84วันที่ผ่านมา
Lecture 1: Introduction to the course "Using Python in an HPC environment"
Lecture 7: Git and teamwork
มุมมอง 26วันที่ผ่านมา
Lecture 7: Git and teamwork
Lecture 6: Git remote repositories
มุมมอง 24วันที่ผ่านมา
Lecture 6: Git remote repositories
Lecture C: SSH keys and GitHub
มุมมอง 7114 วันที่ผ่านมา
Lecture C: SSH keys and GitHub
Lecture 5b: Git branches and merging
มุมมอง 3014 วันที่ผ่านมา
Lecture 5b: Git branches and merging
Lecture 5a: Git branches and merging
มุมมอง 2714 วันที่ผ่านมา
Lecture 5a: Git branches and merging
Lecture 4b: Git commits and the commit tree
มุมมอง 3114 วันที่ผ่านมา
Lecture 4b: Git commits and the commit tree
Lecture 4c: Git commits and the commit tree
มุมมอง 3214 วันที่ผ่านมา
Lecture 4c: Git commits and the commit tree
Lecture 4a: Git commits and the commit tree
มุมมอง 1514 วันที่ผ่านมา
Lecture 4a: Git commits and the commit tree
Lecture 3b: Basic concepts part 2
มุมมอง 8814 วันที่ผ่านมา
Lecture 3b: Basic concepts part 2
Lecture 3a: Basic concepts part 1
มุมมอง 2314 วันที่ผ่านมา
Lecture 3a: Basic concepts part 1
Lecture 0: Introduction to the Git course and setup
มุมมอง 16921 วันที่ผ่านมา
Lecture 0: Introduction to the Git course and setup
Lecture 2: Basic commands
มุมมอง 3621 วันที่ผ่านมา
Lecture 2: Basic commands
Lecture 1: Why use Git?
มุมมอง 2721 วันที่ผ่านมา
Lecture 1: Why use Git?

ความคิดเห็น

  • @annjepkorir5347
    @annjepkorir5347 19 วันที่ผ่านมา

    loved the lecture

  • @higiniofuentes2551
    @higiniofuentes2551 5 หลายเดือนก่อน

    Thank you for this very complete video!

  • @xinboli8151
    @xinboli8151 9 หลายเดือนก่อน

    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 2 ปีที่แล้ว

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

  • @everythingfunctional
    @everythingfunctional 2 ปีที่แล้ว

    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 ปีที่แล้ว

    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 ปีที่แล้ว

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

  • @HPC2N
    @HPC2N 3 ปีที่แล้ว

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