forked from tzietkiewicz/aitech-ium
Merge pull request 'master' (#22) from tzietkiewicz/aitech-ium:master into master
Reviewed-on: #22
This commit is contained in:
commit
b5377e8f8b
@ -12,7 +12,7 @@
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"<div class=\"alert alert-block alert-info\">\n",
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"<h1> Inżynieria uczenia maszynowego </h1>\n",
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"<h2> 0. <i>Informacje organizacyjne</i> [laboratoria]</h2> \n",
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"<h3> Tomasz Ziętkiewicz (2021)</h3>\n",
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"<h3> Tomasz Ziętkiewicz (2022)</h3>\n",
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"</div>\n",
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"\n",
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""
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@ -43,7 +43,6 @@
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"## Przedmiot\n",
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"- Kod przedmiotu: 06-DIUMUI0\n",
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"- Nazwa: Inżynieria Uczenia Maszynowego\n",
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"- WMI UAM 2021\n",
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"- Sylabus: Sylabus-AITech-InzynieriaUczeniaMaszynowego.pdf"
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]
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},
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@ -61,9 +60,11 @@
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"- stanowisko:\tdoktorant\n",
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"- [Zakład Sztucznej Inteligencji](https://ai.wmi.amu.edu.pl/pl/)\n",
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"- email: tomasz.zietkiewicz@amu.edu.pl\n",
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"- www: http://tz47965.home.amu.edu.pl/\n",
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"<!-- - www: http://tz47965.home.amu.edu.pl/ -->\n",
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"- https://git.wmi.amu.edu.pl/tzietkiewicz/aitech-ium\n",
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"- konsultacje: przez MS Teams, po wcześniejszym umówieniu mailowym lub przez chat"
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"- konsultacje: \n",
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" - przez MS Teams po wcześniejszym umówieniu\n",
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" - pokój B2-36, wtorki 12:00 - 13:00, po wcześniejszym umówieniu"
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]
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},
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{
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@ -97,15 +98,16 @@
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"3. Ciągła Integracja - Jenkins\n",
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"4. Konteneryzacja - Docker\n",
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"5. Biblioteki ML\n",
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"6. Przygotowanie eksperymentu ML\n",
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"7. Jenkins pipeline\n",
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"8. Kontrola eksperymentów - Sacred\n",
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"9. Kontrola eksperymentów - MLFlow\n",
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"6. Jenkins pipeline\n",
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"7. Kontrola eksperymentów - Sacred\n",
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"8. Kontrola eksperymentów - MLFlow\n",
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"9. Środowiska wirtualne\n",
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"10. Kontrola eksperymentów - DVC\n",
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"11. Wizualizacja\n",
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"12. Finalizacja projektu\n",
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"13. Finalizacja projektu\n",
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"14. Podsumowanie"
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"11. Github Actions i CML\n",
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"12. Zarządzanie Jenkins\n",
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"13. Raportowanie\n",
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"14. Przegląd technologii\n",
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"15. Przegląd technologii, cz. 2"
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]
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},
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{
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@ -77,9 +77,9 @@
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"# Źródła danych\n",
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"- Tworzenie danych:\n",
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" - Generowanie syntetyczne\n",
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" - np. generowanie korpusów mowy za pomocą TTS (syntezy mowy)\n",
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" - Crowdsourcing\n",
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" - Data scrapping\n",
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" - Ekstrakcja\n"
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" - Data scrapping"
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]
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},
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{
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@ -109,10 +109,10 @@
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"source": [
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"## Repozytoria/wyszukiwarki otwartych zbiorów danych\n",
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"- Papers with code: https://paperswithcode.com/datasets\n",
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"- UCI Machine Learning Repository: https://archive.ics.uci.edu/ml/\n",
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"- UCI Machine Learning Repository: https://archive.ics.uci.edu/ml/ (University of California)\n",
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"- Google dataset search: https://datasetsearch.research.google.com/\n",
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"- Zbiory google:https://research.google/tools/datasets/\n",
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"- https://registry.opendata.aws/\n",
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"- Otwarte zbiory na Amazon AWS: https://registry.opendata.aws/\n",
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" "
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]
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},
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@ -129,8 +129,8 @@
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" - https://www.openslr.org/ - Libri Speech, TED Lium\n",
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" - Mozilla Open Voice: https://commonvoice.mozilla.org/\n",
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"- NLP:\n",
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" - Clarin PL: https://lindat.cz/repository/xmlui/\n",
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" - Clarin: https://clarin-pl.eu/index.php/zasoby/\n",
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" - NKJP: http://nkjp.pl/\n",
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" "
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]
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},
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@ -143,9 +143,22 @@
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},
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"source": [
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"## Crowdsourcing\n",
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"- Amazon Mechanical Turk: https://www.mturk.com/\n",
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"- Yandex Toloka\n",
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"- reCAPTCHA\n",
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"<img src=\"img/ReCAPTCHA_idea.jpg\">\n",
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"<img src=\"img/cat_captcha.png\">\n",
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"\n",
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"<sub>Źródło: https://pl.wikipedia.org/wiki/ReCAPTCHA#/media/Plik:ReCAPTCHA_idea.jpg</sub>"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"source": [
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"- Amazon Mechanical Turk: https://www.mturk.com/\n",
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"<img src=\"img/Tuerkischer_schachspieler_windisch4.jpg\">\n",
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"\n",
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"<sub>Źródło: https://en.wikipedia.org/wiki/Mechanical_Turk#/media/File:Tuerkischer_schachspieler_windisch4.jpg</sub>"
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@ -193,6 +206,117 @@
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"Licencja: [Apache 2.0](http://www.apache.org/licenses/LICENSE-2.0)</sub>"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Pobranie danych"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"scrolled": true,
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Collecting kaggle\n",
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" Using cached kaggle-1.5.12.tar.gz (58 kB)\n",
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"Requirement already satisfied: six>=1.10 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from kaggle) (1.15.0)\n",
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"Requirement already satisfied: certifi in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from kaggle) (2021.5.30)\n",
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"Requirement already satisfied: python-dateutil in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from kaggle) (2.8.1)\n",
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"Requirement already satisfied: requests in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from kaggle) (2.25.1)\n",
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"Requirement already satisfied: tqdm in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from kaggle) (4.59.0)\n",
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"Requirement already satisfied: python-slugify in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from kaggle) (5.0.2)\n",
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"Requirement already satisfied: urllib3 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from kaggle) (1.26.4)\n",
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"Requirement already satisfied: text-unidecode>=1.3 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from python-slugify->kaggle) (1.3)\n",
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"Requirement already satisfied: idna<3,>=2.5 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from requests->kaggle) (2.10)\n",
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"Requirement already satisfied: chardet<5,>=3.0.2 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from requests->kaggle) (4.0.0)\n",
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"Building wheels for collected packages: kaggle\n",
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" Building wheel for kaggle (setup.py) ... \u001b[?25ldone\n",
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"\u001b[?25h Created wheel for kaggle: filename=kaggle-1.5.12-py3-none-any.whl size=73053 sha256=1e6240d540651324d97a9772ad1ced30da7d7b5dc5956dc974eeeddf7c48844b\n",
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" Stored in directory: /home/tomek/.cache/pip/wheels/ac/b2/c3/fa4706d469b5879105991d1c8be9a3c2ef329ba9fe2ce5085e\n",
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"Successfully built kaggle\n",
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"Installing collected packages: kaggle\n",
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"Successfully installed kaggle-1.5.12\n",
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"Requirement already satisfied: pandas in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (1.2.4)\n",
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"Requirement already satisfied: python-dateutil>=2.7.3 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from pandas) (2.8.1)\n",
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"Requirement already satisfied: numpy>=1.16.5 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from pandas) (1.20.2)\n",
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"Requirement already satisfied: pytz>=2017.3 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from pandas) (2021.1)\n",
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"Requirement already satisfied: six>=1.5 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n"
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]
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}
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],
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"source": [
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"#Zainstalujmy potrzebne biblioteki \n",
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"!pip install --user kaggle #API Kaggle, do pobrania zbioru\n",
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"!pip install --user pandas"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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" - Pobierzemy zbiór Iris z Kaggle: https://www.kaggle.com/uciml/iris\n",
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" - Licencja to \"Public Domain\", więc możemy z niego korzystać bez ograniczeń."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Downloading iris.zip to /home/tomek/AITech/repo/aitech-ium\n",
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" 0%| | 0.00/3.60k [00:00<?, ?B/s]\n",
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"100%|██████████████████████████████████████| 3.60k/3.60k [00:00<00:00, 1.63MB/s]\n"
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]
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}
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],
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"source": [
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"# Żeby poniższa komenda zadziałała, musisz posiadać plik ~/.kaggle/kaggle.json, zawierający Kaggle API token.\n",
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"# Instrukcje: https://www.kaggle.com/docs/api\n",
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"!kaggle datasets download -d uciml/iris"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"scrolled": true,
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Archive: iris.zip\r\n",
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" inflating: Iris.csv \r\n",
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" inflating: database.sqlite \r\n"
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]
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}
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],
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"source": [
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"!unzip -o iris.zip"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {
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"scrolled": true,
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: kaggle in /home/tomek/.local/lib/python3.8/site-packages (1.5.12)\n",
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"Requirement already satisfied: python-dateutil in /home/tomek/anaconda3/lib/python3.8/site-packages (from kaggle) (2.8.1)\n",
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"Requirement already satisfied: six>=1.10 in /home/tomek/anaconda3/lib/python3.8/site-packages (from kaggle) (1.15.0)\n",
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"Requirement already satisfied: urllib3 in /home/tomek/anaconda3/lib/python3.8/site-packages (from kaggle) (1.25.11)\n",
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"Requirement already satisfied: python-slugify in /home/tomek/.local/lib/python3.8/site-packages (from kaggle) (4.0.1)\n",
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"Requirement already satisfied: certifi in /home/tomek/anaconda3/lib/python3.8/site-packages (from kaggle) (2020.6.20)\n",
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"Requirement already satisfied: tqdm in /home/tomek/anaconda3/lib/python3.8/site-packages (from kaggle) (4.50.2)\n",
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"Requirement already satisfied: requests in /home/tomek/anaconda3/lib/python3.8/site-packages (from kaggle) (2.24.0)\n",
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"Requirement already satisfied: text-unidecode>=1.3 in /home/tomek/.local/lib/python3.8/site-packages (from python-slugify->kaggle) (1.3)\n",
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"Requirement already satisfied: chardet<4,>=3.0.2 in /home/tomek/anaconda3/lib/python3.8/site-packages (from requests->kaggle) (3.0.4)\n",
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"Requirement already satisfied: idna<3,>=2.5 in /home/tomek/anaconda3/lib/python3.8/site-packages (from requests->kaggle) (2.10)\n",
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"Requirement already satisfied: pandas in /home/tomek/anaconda3/lib/python3.8/site-packages (1.1.3)\n",
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"Requirement already satisfied: python-dateutil>=2.7.3 in /home/tomek/anaconda3/lib/python3.8/site-packages (from pandas) (2.8.1)\n",
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"Requirement already satisfied: numpy>=1.15.4 in /home/tomek/anaconda3/lib/python3.8/site-packages (from pandas) (1.19.2)\n",
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"Requirement already satisfied: pytz>=2017.2 in /home/tomek/anaconda3/lib/python3.8/site-packages (from pandas) (2020.1)\n",
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"Requirement already satisfied: six>=1.5 in /home/tomek/anaconda3/lib/python3.8/site-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n"
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"Requirement already satisfied: pandas in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (1.2.4)\n",
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"Requirement already satisfied: pytz>=2017.3 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from pandas) (2021.1)\n",
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"Requirement already satisfied: numpy>=1.16.5 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from pandas) (1.20.2)\n",
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"Requirement already satisfied: python-dateutil>=2.7.3 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from pandas) (2.8.1)\n",
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"Requirement already satisfied: six>=1.5 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n",
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"Collecting seaborn\n",
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" Downloading seaborn-0.11.2-py3-none-any.whl (292 kB)\n",
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"\u001b[K |████████████████████████████████| 292 kB 1.1 MB/s eta 0:00:01\n",
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"\u001b[?25hCollecting matplotlib>=2.2\n",
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" Downloading matplotlib-3.5.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl (11.2 MB)\n",
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"Requirement already satisfied: scipy>=1.0 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from seaborn) (1.6.3)\n",
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"Requirement already satisfied: packaging>=20.0 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (20.9)\n",
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"Requirement already satisfied: python-dateutil>=2.7 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (2.8.1)\n",
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"Collecting cycler>=0.10\n",
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" Downloading cycler-0.11.0-py3-none-any.whl (6.4 kB)\n",
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"Requirement already satisfied: pyparsing>=2.2.1 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (2.4.7)\n",
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"Collecting fonttools>=4.22.0\n",
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" Downloading fonttools-4.30.0-py3-none-any.whl (898 kB)\n",
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"\u001b[K |████████████████████████████████| 898 kB 4.9 MB/s eta 0:00:01\n",
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"\u001b[?25hRequirement already satisfied: pillow>=6.2.0 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (8.2.0)\n",
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"Collecting kiwisolver>=1.0.1\n",
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" Downloading kiwisolver-1.3.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (1.6 MB)\n",
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"\u001b[K |████████████████████████████████| 1.6 MB 7.7 MB/s eta 0:00:01\n",
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"\u001b[?25hRequirement already satisfied: pytz>=2017.3 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from pandas>=0.23->seaborn) (2021.1)\n",
|
||||
"Requirement already satisfied: six>=1.5 in /media/tomek/Linux_data/home/tomek/miniconda3/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib>=2.2->seaborn) (1.15.0)\n",
|
||||
"Installing collected packages: kiwisolver, fonttools, cycler, matplotlib, seaborn\n",
|
||||
"Successfully installed cycler-0.11.0 fonttools-4.30.0 kiwisolver-1.3.2 matplotlib-3.5.1 seaborn-0.11.2\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"#Zainstalujmy potrzebne biblioteki \n",
|
||||
"!pip install --user kaggle #API Kaggle, do pobrania zbioru\n",
|
||||
"!pip install --user pandas"
|
||||
"!pip install --user pandas\n",
|
||||
"!pip install --user seaborn"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 61,
|
||||
"metadata": {
|
||||
"slideshow": {
|
||||
"slide_type": "slide"
|
||||
}
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /home/tomek/.kaggle/kaggle.json'\n",
|
||||
"iris.zip: Skipping, found more recently modified local copy (use --force to force download)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# Żeby poniższa komenda zadziałała, musisz posiadać plik ~/.kaggle/kaggle.json, zawierający Kaggle API token.\n",
|
||||
"# Instrukcje: https://www.kaggle.com/docs/api\n",
|
||||
"!kaggle datasets download -d uciml/iris"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"metadata": {
|
||||
"slideshow": {
|
||||
"slide_type": "slide"
|
||||
}
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Archive: iris.zip\r\n",
|
||||
" inflating: Iris.csv \r\n",
|
||||
" inflating: database.sqlite \r\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"!unzip -o iris.zip"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": 4,
|
||||
"metadata": {
|
||||
"slideshow": {
|
||||
"slide_type": "slide"
|
||||
@ -337,7 +422,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 18,
|
||||
"execution_count": 5,
|
||||
"metadata": {
|
||||
"slideshow": {
|
||||
"slide_type": "slide"
|
||||
@ -508,7 +593,7 @@
|
||||
"[150 rows x 6 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 18,
|
||||
"execution_count": 5,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@ -1429,7 +1514,7 @@
|
||||
" - Dane dźwiękowe: normalizacja natężenia, rozdzielczości, częstotliwości próbkowania, ilości kanałów\n",
|
||||
"- Poszerzanie (augumentacja) danych\n",
|
||||
" - Generowanie nowych przykładów przez wprowadzanie szumu/przekształceń na originalnych danych\n",
|
||||
" - np. dodanie echa do nagrania dźwiękowego\n",
|
||||
" - np. dodanie echa do nagrania dźwiękowego, dodanie szumów do obrazka\n",
|
||||
" - zmiana wartości cech o względnie małe, losowe wartości \n",
|
||||
"- Over/under-sampling\n",
|
||||
" - Algorymty uczące i metryki mogą być wrażliwe na niezbalansowane klasy w zbiorze\n",
|
||||
@ -1448,9 +1533,9 @@
|
||||
"# Zadanie [5pkt]\n",
|
||||
"- Wybierz jeden z ogólnodostępnych zbiorów danych. Będziesz na nim pracował do końca roku (oczywiście, zbiór można zmienić w trakcie, ale będzie się to wiązało z powtarzeniem pewnych działań, co prawdwa niezbyt kosztownych, ale jednak).\n",
|
||||
"- Zbiór powinien być:\n",
|
||||
" - nie za duży (max 10-20 MB)\n",
|
||||
" - nie za duży (max 50 MB)\n",
|
||||
" - nie za mały (np. IRIS jest za mały ;))\n",
|
||||
" - unikalny (każda osoba w grupie pracuje na innym zbiorze). W celu synchronizacji, wybrany przez siebie zbiór proszę zapisać tutaj: https://uam.sharepoint.com/:x:/s/2021SL06-DIUMUI0LABInynieriauczeniamaszynowego-Grupa11/EYhZK_aXp41BsIVS4K-L1V4B_vM2FjO5nJZMWv2QKXJolA?e=DKIS2O\n",
|
||||
" - unikalny (każda osoba w grupie pracuje na innym zbiorze). W celu synchronizacji, wybrany przez siebie zbiór proszę zapisać tutaj: https://uam.sharepoint.com/:x:/s/2022SL06-DIUMUI0LABInynieriauczeniamaszynowego-Grupa11/EaID4LM20YhOhxxL-VHxPogBCTq4uXpLHQAzrCeDzPv1dw?e=HfXKqB\n",
|
||||
" - najlepiej, żeby był to zbiór zawierający dane w formie tekstowej, mogący posłużyć do zadania klasyfikacji lub rergesji - na takim zbiorze będzie łatwiej pracować niż np. na zbiorze obrazów albo dźwięków. Dzięki temu będziesz się mogła/mógł skupić na istocie tych zajęć.\n",
|
||||
"\n",
|
||||
"- Napisz skrypt, który:\n",
|
||||
@ -1466,7 +1551,7 @@
|
||||
"- Skrypt możesz napisać w swoim ulubionym języku. Jedyne ograniczenie: ma działać pod Linuxem\n",
|
||||
"- Wygodnie będzie stworzyć zeszyt Jupyter w tym celu (choć nie jest to konieczne)\n",
|
||||
"- Stwórz na wydziałowym serwerze git (http://git.wmi.amu.edu.pl/) repozytorium \"ium_nrindeksu\" i umieść w nim stworzony skrypt\n",
|
||||
"- Link do repozytorium wklej do arkusza ze zbiorami (https://uam.sharepoint.com/:x:/s/2021SL06-DIUMUI0LABInynieriauczeniamaszynowego-Grupa11/EYhZK_aXp41BsIVS4K-L1V4B_vM2FjO5nJZMWv2QKXJolA?e=DKIS2O)\n"
|
||||
"- Link do repozytorium wklej do arkusza ze zbiorami: https://uam.sharepoint.com/:x:/s/2022SL06-DIUMUI0LABInynieriauczeniamaszynowego-Grupa11/EaID4LM20YhOhxxL-VHxPogBCTq4uXpLHQAzrCeDzPv1dw?e=HfXKqB\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
||||
Loading…
Reference in New Issue
Block a user