Starting Note: Update Readme

Tasks

• Read other contribution guides like this one

• Make yourself familiar with the Git-Workflow by trying it out

• Fork this project

• Create a new branch

• Update the readme file of this project by adding a section about how to contribute

• Create a PR and link this issue

• Send the PR to philippabele

Learnings

• Working with Git and GitHub

• Setting up a project

• Practice the workflow to interact with other developers on GitHub

Footnotes

If there are any questions, please use the comment function of this issue.

If you have an enhancement of this first markdown file, feel free to create an PR of this file :)

In order to meet the requirements of a student research paper, a proper scientific structure of the documentation is necessary.

Update the documentation with the standard headings such as Introduction, Basics, Summary and Outlook. Of course, a table of contents and a bibliography should not be missing.

You can also use Lorem Ipsum text as a placeholder, so that there is already some text in the document for the optics.

• Jupyter

Install JupyterLab or Jupyter Notebook and play with it on a self created sample data set.

https://jupyter.org/

• EDA

Take a look at the methodology EDA in order to have an idea how it could help along your machine learning journey

https://en.wikipedia.org/wiki/Exploratory_data_analysis

Try out some plots and charts

• Task for PR

create a pull request with some sample plots and charts in a Jupyter environment

LaTeX documentation

• create a .\docs folder in your project repository
• set up the GitHub Actions for LaTeX configuration

GitHub Actions for LaTeX

To simplify the workflow for writing and reviewing the LaTeX documentation a GitHub Action is used to compile the documentation into a PDF file.

The Action is configured in .github/workflows/compile-latex.yml.

Trigger

The trigger defines when the workflows should run and can be set with the on. For this documentation the trigger is set to:

on:
  pull_request:
    branches:
      - main
    paths:
      - 'docs/**'

With this configuration the Action is run on every PR creation/update that includes changes inside of the docs folder and that has the target branch set to main.

Jobs

A workflow/action contains one ore more jobs that execute the logic of the workflow/action. By default, all jobs run in parallel. For our use case we only use one job (compile) that is defined as:

jobs:
  compile:
    runs-on: ubuntu-latest
    env:
      working_directory: docs
      pdf_name: INF19B_Rickert_2858031_T3101
    steps:
    ...

This configuration defines that the job should run on the ubuntu (linux) operating system. It also sets two environment variables that are later being used:

• working_directory: Path to the LaTeX documentation files
• pdf_name: Name of the output PDF

Steps

The actual implementation of our workflow/action is defined in the steps of a job. They are e.g. bash commands that should be executed.

In order to compile the LaTeX documentation the following steps are needed:

steps:
  - name: Checkout Git repository
    uses: actions/checkout@v2
  - name: Compile LaTeX document
    uses: xu-cheng/latex-action@v2
    with:
      working_directory: ${{ env.working_directory }}
      root_file: main.tex
  - name: Rename main.pdf
    run: |
      mv "$working_directory/main.pdf" "$pdf_name.pdf"
  - name: Upload pdf artifact
    uses: actions/upload-artifact@v2
    with:
      name: ${{ env.pdf_name }}
      path: ${{ env.pdf_name }}.pdf
      if-no-files-found: error

1. First this GitHub repository is checked out so that the Job has access to all
   files.
2. Then the pre-build Action xu-cheng/latex-action@v2 is used to compile the LaTeX code into a PDF. As parameters we pass the working_directory (path to the .tex files) which in our case is docs and the name of the main LaTeX file which is main.tex
3. After the second step is complete a main.pdf will be generated which is our compiled documentation. To give it a better suited name it will be renamed the name that was defined in the jobs pdf_name environment variable
4. Until now the PDF only exists in the current workflow/action run so we cannot directly access it. To change this, the last step uploads the PDF file to the workflow/action run

Access the compiled PDF

To access the compiled PDF file go to the Actions tab in GitHub and click on the desired workflow/action run. You wil see the PDF at the bottom in the Artifacts section.

In order to have a very basic understanding of the field of application your project will be about, get the following to books:

• https://link.springer.com/book/10.1007/978-3-658-34160-2

Chapter 14 for a generel understanding of the topic the application will be about

• https://link.springer.com/book/10.1007/978-3-658-34164-0

Chapter 14 for a collection of the formulas

• Browse through the mentioned chapters in both books.

You can reach them by connection to your university vpn

https://www.mosbach.dhbw.de/mosbach/it-service/neuer-vpn-zugang/

Following bellow you get your first data set of a shaft-bearing-system which is loaded with a radial Force Fr in N as well as a rotational speed n in rpm. The result of the experiment is the Liftetime Lh in h.

• perform an EDA on the dataset
• try to build your first ML model on the dataset

Create for each task a new PR

Fr,n,Lifetime
200,100,39315530.45
200,200,19657765.22
200,300,13105176.82
200,400,9828882.611
200,500,7863106.089
200,600,6552588.408
200,700,5616504.349
200,800,4914441.306
200,900,4368392.272
200,1000,3931553.045
200,1100,3574139.131
200,1200,3276294.204
200,1300,3024271.573
200,1400,2808252.175
200,1500,2621035.363
200,1600,2457220.653
200,1700,2312678.261
200,1800,2184196.136
200,1900,2069238.444
200,2000,1965776.522
200,2100,1872168.116
200,2200,1787069.566
200,2300,1709370.889
200,2400,1638147.102
200,2500,1572621.218
200,2600,1512135.786
200,2700,1456130.757
200,2800,1404126.087
200,2900,1355707.946
200,3000,1310517.682
200,3100,1268242.918
200,3200,1228610.326
200,3300,1191379.71
200,3400,1156339.131
200,3500,1123300.87
300,100,10176379.07
300,200,5088189.535
300,300,3392126.356
300,400,2544094.767
300,500,2035275.814
300,600,1696063.178
300,700,1453768.438
300,800,1272047.384
300,900,1130708.785
300,1000,1017637.907
300,1100,925125.3699
300,1200,848031.5891
300,1300,782798.3899
300,1400,726884.2192
300,1500,678425.2713
300,1600,636023.6918
300,1700,598610.5335
300,1800,565354.3927
300,1900,535598.8984
300,2000,508818.9535
300,2100,484589.4795
300,2200,462562.685
300,2300,442451.2639
300,2400,424015.7945
300,2500,407055.1628
300,2600,391399.195
300,2700,376902.9285
300,2800,363442.1096
300,2900,350909.6231
300,3000,339212.6356
300,3100,328270.2925
300,3200,318011.8459
300,3300,308375.1233
300,3400,299305.2667
300,3500,290753.6877
400,100,3900594.649
400,200,1950297.325
400,300,1300198.216
400,400,975148.6623
400,500,780118.9298
400,600,650099.1082
400,700,557227.807
400,800,487574.3312
400,900,433399.4055
400,1000,390059.4649
400,1100,354599.5136
400,1200,325049.5541
400,1300,300045.7422
400,1400,278613.9035
400,1500,260039.6433
400,1600,243787.1656
400,1700,229446.7441
400,1800,216699.7027
400,1900,205294.4552
400,2000,195029.7325
400,2100,185742.6023
400,2200,177299.7568
400,2300,169591.0717
400,2400,162524.7771
400,2500,156023.786
400,2600,150022.8711
400,2700,144466.4685
400,2800,139306.9518
400,2900,134503.2638
400,3000,130019.8216
400,3100,125825.6338
400,3200,121893.5828
400,3300,118199.8379
400,3400,114723.372
400,3500,111445.5614
500,100,1853947.553
500,200,926973.7763
500,300,617982.5175
500,400,463486.8882
500,500,370789.5105
500,600,308991.2588
500,700,264849.6504
500,800,231743.4441
500,900,205994.1725
500,1000,185394.7553
500,1100,168540.6866
500,1200,154495.6294
500,1300,142611.3502
500,1400,132424.8252
500,1500,123596.5035
500,1600,115871.722
500,1700,109055.7384
500,1800,102997.0863
500,1900,97576.18698
500,2000,92697.37763
500,2100,88283.21679
500,2200,84270.3433
500,2300,80606.41533
500,2400,77247.81469
500,2500,74157.9021
500,2600,71305.6751
500,2700,68664.72417
500,2800,66212.41259
500,2900,63929.22595
500,3000,61798.25175
500,3100,59804.75976
500,3200,57935.86102
500,3300,56180.22887
500,3400,54527.86919
500,3500,52969.93007
600,100,1009624.677
600,200,504812.3387
600,300,336541.5592
600,400,252406.1694
600,500,201924.9355
600,600,168270.7796
600,700,144232.0968
600,800,126203.0847
600,900,112180.5197
600,1000,100962.4677
600,1100,91784.06159
600,1200,84135.38979
600,1300,77663.43673
600,1400,72116.04839
600,1500,67308.31183
600,1600,63101.54234
600,1700,59389.68691
600,1800,56090.25986
600,1900,53138.14092
600,2000,50481.23387
600,2100,48077.36559
600,2200,45892.03079
600,2300,43896.72511
600,2400,42067.69489
600,2500,40384.9871
600,2600,38831.71836
600,2700,37393.50657
600,2800,36058.0242
600,2900,34814.64405
600,3000,33654.15592
600,3100,32568.53798
600,3200,31550.77117
600,3300,30594.6872
600,3400,29694.84345
600,3500,28846.41936
700,100,603954.1804
700,200,301977.0902
700,300,201318.0601
700,400,150988.5451
700,500,120790.8361
700,600,100659.0301
700,700,86279.16864
700,800,75494.27256
700,900,67106.02005
700,1000,60395.41804
700,1100,54904.9255
700,1200,50329.51504
700,1300,46458.01388
700,1400,43139.58432
700,1500,40263.61203
700,1600,37747.13628
700,1700,35526.7165
700,1800,33553.01002
700,1900,31787.06213
700,2000,30197.70902
700,2100,28759.72288
700,2200,27452.46275
700,2300,26258.87741
700,2400,25164.75752
700,2500,24158.16722
700,2600,23229.00694
700,2700,22368.67335
700,2800,21569.79216
700,2900,20826.00622
700,3000,20131.80601
700,3100,19482.39292
700,3200,18873.56814
700,3300,18301.64183
700,3400,17763.35825
700,3500,17255.83373
800,100,386988.0031
800,200,193494.0015
800,300,128996.001
800,400,96747.00077
800,500,77397.60062
800,600,64498.00052
800,700,55284.00044
800,800,48373.50039
800,900,42998.66701
800,1000,38698.80031
800,1100,35180.72755
800,1200,32249.00026
800,1300,29768.30793
800,1400,27642.00022
800,1500,25799.20021
800,1600,24186.75019
800,1700,22764.00018
800,1800,21499.33351
800,1900,20367.78964
800,2000,19349.40015
800,2100,18428.00015
800,2200,17590.36378
800,2300,16825.56535
800,2400,16124.50013
800,2500,15479.52012
800,2600,14884.15397
800,2700,14332.889
800,2800,13821.00011
800,2900,13344.4139
800,3000,12899.6001
800,3100,12483.48397
800,3200,12093.3751
800,3300,11726.90918
800,3400,11382.00009
800,3500,11056.80009
900,100,261329.8948
900,200,130664.9474
900,300,87109.96493
900,400,65332.4737
900,500,52265.97896
900,600,43554.98247
900,700,37332.84211
900,800,32666.23685
900,900,29036.65498
900,1000,26132.98948
900,1100,23757.26316
900,1200,21777.49123
900,1300,20102.2996
900,1400,18666.42106
900,1500,17421.99299
900,1600,16333.11842
900,1700,15372.34675
900,1800,14518.32749
900,1900,13754.20499
900,2000,13066.49474
900,2100,12444.2807
900,2200,11878.63158
900,2300,11362.16934
900,2400,10888.74562
900,2500,10453.19579
900,2600,10051.1498
900,2700,9678.884993
900,2800,9333.210529
900,2900,9011.375683
900,3000,8710.996493
900,3100,8429.996606
900,3200,8166.559212
900,3300,7919.087721
900,3400,7686.173376
900,3500,7466.568423
1000,100,183934.8935
1000,200,91967.44673
1000,300,61311.63115
1000,400,45983.72336
1000,500,36786.97869
1000,600,30655.81558
1000,700,26276.41335
1000,800,22991.86168
1000,900,20437.21038
1000,1000,18393.48935
1000,1100,16721.35395
1000,1200,15327.90779
1000,1300,14148.83796
1000,1400,13138.20668
1000,1500,12262.32623
1000,1600,11495.93084
1000,1700,10819.69962
1000,1800,10218.60519
1000,1900,9680.783866
1000,2000,9196.744673
1000,2100,8758.80445
1000,2200,8360.676975
1000,2300,7997.169281
1000,2400,7663.953894
1000,2500,7357.395738
1000,2600,7074.418979
1000,2700,6812.403461
1000,2800,6569.103338
1000,2900,6342.582533
1000,3000,6131.163115
1000,3100,5933.38366
1000,3200,5747.96542
1000,3300,5573.78465
1000,3400,5409.849808
1000,3500,5255.28267
1100,100,133871.6166
1100,200,66935.80831
1100,300,44623.8722
1100,400,33467.90415
1100,500,26774.32332
1100,600,22311.9361
1100,700,19124.51666
1100,800,16733.95208
1100,900,14874.62407
1100,1000,13387.16166
1100,1100,12170.14696
1100,1200,11155.96805
1100,1300,10297.81666
1100,1400,9562.25833
1100,1500,8924.774441
1100,1600,8366.976038
1100,1700,7874.800977
1100,1800,7437.312034
1100,1900,7045.874559
1100,2000,6693.580831
1100,2100,6374.838886
1100,2200,6085.073482
1100,2300,5820.50507
1100,2400,5577.984026
1100,2500,5354.864665
1100,2600,5148.908331
1100,2700,4958.208023
1100,2800,4781.129165
1100,2900,4616.262642
1100,3000,4462.38722
1100,3100,4318.439246
1100,3200,4183.488019
1100,3300,4056.715655
1100,3400,3937.400489
1100,3500,3824.903332
1200,100,100167.4547
1200,200,50083.72735
1200,300,33389.15156
1200,400,25041.86367
1200,500,20033.49094
1200,600,16694.57578
1200,700,14309.63638
1200,800,12520.93184
1200,900,11129.71719
1200,1000,10016.74547
1200,1100,9106.132245
1200,1200,8347.287891
1200,1300,7705.188823
1200,1400,7154.818192
1200,1500,6677.830313
1200,1600,6260.465918
1200,1700,5892.203217
1200,1800,5564.858594
1200,1900,5271.9713
1200,2000,5008.372735
1200,2100,4769.878795
1200,2200,4553.066122
1200,2300,4355.106726
1200,2400,4173.643946
1200,2500,4006.698188
1200,2600,3852.594411
1200,2700,3709.905729
1200,2800,3577.409096
1200,2900,3454.050162
1200,3000,3338.915156
1200,3100,3231.208216
1200,3200,3130.232959
1200,3300,3035.377415
1200,3400,2946.101609
1200,3500,2861.927277
1300,100,76710.17098
1300,200,38355.08549
1300,300,25570.05699
1300,400,19177.54274
1300,500,15342.0342
1300,600,12785.0285
1300,700,10958.59585
1300,800,9588.771372
1300,900,8523.352331
1300,1000,7671.017098
1300,1100,6973.651907
1300,1200,6392.514248
1300,1300,5900.782383
1300,1400,5479.297927
1300,1500,5114.011399
1300,1600,4794.385686
1300,1700,4512.362999
1300,1800,4261.676165
1300,1900,4037.37742
1300,2000,3835.508549
1300,2100,3652.865285
1300,2200,3486.825954
1300,2300,3335.224825
1300,2400,3196.257124
1300,2500,3068.406839
1300,2600,2950.391191
1300,2700,2841.117444
1300,2800,2739.648963
1300,2900,2645.17831
1300,3000,2557.005699
1300,3100,2474.521644
1300,3200,2397.192843
1300,3300,2324.550636
1300,3400,2256.181499
1300,3500,2191.719171
1400,100,59919.84384
1400,200,29959.92192
1400,300,19973.28128
1400,400,14979.96096
1400,500,11983.96877
1400,600,9986.640639
1400,700,8559.977691
1400,800,7489.98048
1400,900,6657.760426
1400,1000,5991.984384
1400,1100,5447.258531
1400,1200,4993.32032
1400,1300,4609.218757
1400,1400,4279.988845
1400,1500,3994.656256
1400,1600,3744.99024
1400,1700,3524.696696
1400,1800,3328.880213
1400,1900,3153.675991
1400,2000,2995.992192
1400,2100,2853.325897
1400,2200,2723.629265
1400,2300,2605.210602
1400,2400,2496.66016
1400,2500,2396.793753
1400,2600,2304.609378
1400,2700,2219.253475
1400,2800,2139.994423
1400,2900,2066.201512
1400,3000,1997.328128
1400,3100,1932.898188
1400,3200,1872.49512
1400,3300,1815.752844
1400,3400,1762.348348
1400,3500,1711.995538
1500,100,47609.46065
1500,200,23804.73033
1500,300,15869.82022
1500,400,11902.36516
1500,500,9521.892131
1500,600,7934.910109
1500,700,6801.351522
1500,800,5951.182582
1500,900,5289.940073
1500,1000,4760.946065
1500,1100,4328.132787
1500,1200,3967.455054
1500,1300,3662.266204
1500,1400,3400.675761
1500,1500,3173.964044
1500,1600,2975.591291
1500,1700,2800.556509
1500,1800,2644.970036
1500,1900,2505.761087
1500,2000,2380.473033
1500,2100,2267.117174
1500,2200,2164.066393
1500,2300,2069.97655
1500,2400,1983.727527
1500,2500,1904.378426
1500,2600,1831.133102
1500,2700,1763.313358
1500,2800,1700.33788
1500,2900,1641.70554
1500,3000,1586.982022
1500,3100,1535.789053
1500,3200,1487.795645
1500,3300,1442.710929
1500,3400,1400.278255
1500,3500,1360.270304
1600,100,38394.0727
1600,200,19197.03635
1600,300,12798.02423
1600,400,9598.518175
1600,500,7678.81454
1600,600,6399.012117
1600,700,5484.867529
1600,800,4799.259088
1600,900,4266.008078
1600,1000,3839.40727
1600,1100,3490.370246
1600,1200,3199.506058
1600,1300,2953.390208
1600,1400,2742.433764
1600,1500,2559.604847
1600,1600,2399.629544
1600,1700,2258.474865
1600,1800,2133.004039
1600,1900,2020.740668
1600,2000,1919.703635
1600,2100,1828.289176
1600,2200,1745.185123
1600,2300,1669.307509
1600,2400,1599.753029
1600,2500,1535.762908
1600,2600,1476.695104
1600,2700,1422.002693
1600,2800,1371.216882
1600,2900,1323.933541
1600,3000,1279.802423
1600,3100,1238.518474
1600,3200,1199.814772
1600,3300,1163.456749
1600,3400,1129.237432
1600,3500,1096.973506
1700,100,31369.02742
1700,200,15684.51371
1700,300,10456.34247
1700,400,7842.256855
1700,500,6273.805484
1700,600,5228.171237
1700,700,4481.289631
1700,800,3921.128427
1700,900,3485.447491
1700,1000,3136.902742
1700,1100,2851.729765
1700,1200,2614.085618
1700,1300,2413.002109
1700,1400,2240.644816
1700,1500,2091.268495
1700,1600,1960.564214
1700,1700,1845.236907
1700,1800,1742.723746
1700,1900,1651.001443
1700,2000,1568.451371
1700,2100,1493.76321
1700,2200,1425.864883
1700,2300,1363.870757
1700,2400,1307.042809
1700,2500,1254.761097
1700,2600,1206.501055
1700,2700,1161.81583
1700,2800,1120.322408
1700,2900,1081.690601
1700,3000,1045.634247
1700,3100,1011.90411
1700,3200,980.2821069
1700,3300,950.5765885
1700,3400,922.6184535
1700,3500,896.2579263
1800,100,25927.20937
1800,200,12963.60468
1800,300,8642.403123
1800,400,6481.802342
1800,500,5185.441874
1800,600,4321.201562
1800,700,3703.887053
1800,800,3240.901171
1800,900,2880.801041
1800,1000,2592.720937
1800,1100,2357.019034
1800,1200,2160.600781
1800,1300,1994.400721
1800,1400,1851.943526
1800,1500,1728.480625
1800,1600,1620.450586
1800,1700,1525.129963
1800,1800,1440.400521
1800,1900,1364.589967
1800,2000,1296.360468
1800,2100,1234.629018
1800,2200,1178.509517
1800,2300,1127.269973
1800,2400,1080.30039
1800,2500,1037.088375
1800,2600,997.2003604
1800,2700,960.2670137
1800,2800,925.9717632
1800,2900,894.0417024
1800,3000,864.2403123
1800,3100,836.3615926
1800,3200,810.2252928
1800,3300,785.6730112
1800,3400,762.5649815
1800,3500,740.7774106
1900,100,21651.37367
1900,200,10825.68683
1900,300,7217.124555
1900,400,5412.843416
1900,500,4330.274733
1900,600,3608.562278
1900,700,3093.053381
1900,800,2706.421708
1900,900,2405.708185
1900,1000,2165.137367
1900,1100,1968.306697
1900,1200,1804.281139
1900,1300,1665.490282
1900,1400,1546.52669
1900,1500,1443.424911
1900,1600,1353.210854
1900,1700,1273.610216
1900,1800,1202.854093
1900,1900,1139.545982
1900,2000,1082.568683
1900,2100,1031.017794
1900,2200,984.1533484
1900,2300,941.3640724
1900,2400,902.1405694
1900,2500,866.0549466
1900,2600,832.745141
1900,2700,801.9027283
1900,2800,773.2633452
1900,2900,746.5990919
1900,3000,721.7124555
1900,3100,698.4314086
1900,3200,676.605427
1900,3300,656.1022323
1900,3400,636.8051078
1900,3500,618.6106761
2000,100,18248.65271
2000,200,9124.326355
2000,300,6082.884237
2000,400,4562.163178
2000,500,3649.730542
2000,600,3041.442118
2000,700,2606.950387
2000,800,2281.081589
2000,900,2027.628079
2000,1000,1824.865271
2000,1100,1658.968428
2000,1200,1520.721059
2000,1300,1403.742516
2000,1400,1303.475194
2000,1500,1216.576847
2000,1600,1140.540794
2000,1700,1073.450159
2000,1800,1013.814039
2000,1900,960.4554058
2000,2000,912.4326355
2000,2100,868.9834624
2000,2200,829.4842141
2000,2300,793.4196831
2000,2400,760.3605296
2000,2500,729.9461084
2000,2600,701.8712581
2000,2700,675.8760263
2000,2800,651.7375968
2000,2900,629.2638866
2000,3000,608.2884237
2000,3100,588.6662165
2000,3200,570.2703972
2000,3300,552.9894761
2000,3400,536.7250797
2000,3500,521.3900774
2100,100,15509.57186
2100,200,7754.78593
2100,300,5169.857286
2100,400,3877.392965
2100,500,3101.914372
2100,600,2584.928643
2100,700,2215.653123
2100,800,1938.696482
2100,900,1723.285762
2100,1000,1550.957186
2100,1100,1409.961078
2100,1200,1292.464322
2100,1300,1193.043989
2100,1400,1107.826561
2100,1500,1033.971457
2100,1600,969.3482412
2100,1700,912.3277564
2100,1800,861.6428811
2100,1900,816.2932558
2100,2000,775.478593
2100,2100,738.5510409
2100,2200,704.9805391
2100,2300,674.3292113
2100,2400,646.2321608
2100,2500,620.3828744
2100,2600,596.5219946
2100,2700,574.4285874
2100,2800,553.9132807
2100,2900,534.8128227
2100,3000,516.9857286
2100,3100,500.3087697
2100,3200,484.6741206
2100,3300,469.987026
2100,3400,456.1638782
2100,3500,443.1306246
2200,100,13281.74657
2200,200,6640.873283
2200,300,4427.248855
2200,400,3320.436641
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2200,700,1897.392366
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2500,200,4336.780424
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2500,500,1734.712169
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2500,700,1239.080121
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2500,1200,722.7967373
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2500,1700,510.2094616
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2500,1900,456.5032025
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2500,2200,394.2527658
2500,2300,377.1113412
2500,2400,361.3983686
2500,2500,346.9424339
2500,2600,333.5984941
2500,2700,321.2429943
2500,2800,309.7700303
2500,2900,299.0883051
2500,3000,289.1186949
2500,3100,279.7922854
2500,3200,271.0487765
2500,3300,262.8351772
2500,3400,255.1047308
2500,3500,247.8160242
2600,100,7610.612882
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2800,100,5944.801446
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2800,3400,174.8471014
2800,3500,169.8514699
2900,100,5288.56036
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3000,100,4723.456745
3000,200,2361.728373
3000,300,1574.485582
3000,400,1180.864186
3000,500,944.6913491
3000,600,787.2427909
3000,700,674.779535
3000,800,590.4320932
3000,900,524.8285273
3000,1000,472.3456745
3000,1100,429.4051587
3000,1200,393.6213954
3000,1300,363.3428266
3000,1400,337.3897675
3000,1500,314.8971164
3000,1600,295.2160466
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3000,1900,248.6029866
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3000,2600,181.6714133
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3000,2800,168.6948838
3000,2900,162.8778188
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3100,100,4234.39933
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3200,100,3809.174462
3200,200,1904.587231
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3400,400,778.0504238
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3500,100,2825.556379
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3500,500,565.1112757
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3700,100,2347.785295
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3700,300,782.5950984
3700,400,586.9463238
3700,500,469.5570591
3700,600,391.2975492
3700,700,335.3978993
3700,800,293.4731619
3700,900,260.8650328
3700,1000,234.7785295
3700,1100,213.4350268
3700,1200,195.6487746
3700,1300,180.5988689
3700,1400,167.6989497
3700,1500,156.5190197
3700,1600,146.736581
3700,1700,138.1050174
3700,1800,130.4325164
3700,1900,123.5676471
3700,2000,117.3892648
3700,2100,111.7992998
3700,2200,106.7175134
3700,2300,102.0776215
3700,2400,97.8243873
3700,2500,93.91141181
3700,2600,90.29943443
3700,2700,86.95501094
3700,2800,83.84947483
3700,2900,80.95811363
3700,3000,78.25950984
3700,3100,75.73500952
3700,3200,73.36829048
3700,3300,71.14500895
3700,3400,69.05250868
3700,3500,67.07957986
3800,100,2148.088333
3800,200,1074.044167
3800,300,716.0294444
3800,400,537.0220833
3800,500,429.6176667
3800,600,358.0147222
3800,700,306.8697619
3800,800,268.5110417
3800,900,238.6764815
3800,1000,214.8088333
3800,1100,195.2807576
3800,1200,179.0073611
3800,1300,165.2375641
3800,1400,153.4348809
3800,1500,143.2058889
3800,1600,134.2555208
3800,1700,126.3581373
3800,1800,119.3382407
3800,1900,113.0572807
3800,2000,107.4044167
3800,2100,102.2899206
3800,2200,97.64037879
3800,2300,93.39514493
3800,2400,89.50368055
3800,2500,85.92353333
3800,2600,82.61878205
3800,2700,79.55882716
3800,2800,76.71744047
3800,2900,74.07201149
3800,3000,71.60294444
3800,3100,69.29317204
3800,3200,67.12776042
3800,3300,65.09358586
3800,3400,63.17906863
3800,3500,61.37395238
3900,100,1969.920811
3900,200,984.9604056
3900,300,656.6402704
3900,400,492.4802028
3900,500,393.9841623
3900,600,328.3201352
3900,700,281.4172588
3900,800,246.2401014
3900,900,218.8800901
3900,1000,196.9920811
3900,1100,179.0837101
3900,1200,164.1600676
3900,1300,151.5323701
3900,1400,140.7086294
3900,1500,131.3280541
3900,1600,123.1200507
3900,1700,115.8776948
3900,1800,109.4400451
3900,1900,103.6800427
3900,2000,98.49604056
3900,2100,93.80575292
3900,2200,89.54185506
3900,2300,85.64873093
3900,2400,82.0800338
3900,2500,78.79683245
3900,2600,75.76618505
3900,2700,72.96003005
3900,2800,70.35431469
3900,2900,67.92830384
3900,3000,65.66402704
3900,3100,63.54583262
3900,3200,61.56002535
3900,3300,59.69457004
3900,3400,57.93884739
3900,3500,56.28345175
4000,100,1810.495657
4000,200,905.2478284
4000,300,603.4985523
4000,400,452.6239142
4000,500,362.0991314
4000,600,301.7492761
4000,700,258.6422367
4000,800,226.3119571
4000,900,201.1661841
4000,1000,181.0495657
4000,1100,164.5905143
4000,1200,150.8746381
4000,1300,139.2688967
4000,1400,129.3211183
4000,1500,120.6997105
4000,1600,113.1559786
4000,1700,106.4997445
4000,1800,100.583092
4000,1900,95.2892451
4000,2000,90.52478284
4000,2100,86.2140789
4000,2200,82.29525713
4000,2300,78.71720247
4000,2400,75.43731903
4000,2500,72.41982627
4000,2600,69.63444834
4000,2700,67.0553947
4000,2800,64.66055917
4000,2900,62.43088472
4000,3000,60.34985523
4000,3100,58.4030857
4000,3200,56.57798928
4000,3300,54.86350475
4000,3400,53.24987226
4000,3500,51.72844734

By using a requirements file, you make your used dependencies explicit. Additionally, you will be able to restore your virtual python environment easily.

https://learnpython.com/blog/python-requirements-file/

https://realpython.com/lessons/using-requirement-files/

• Start locally

https://www.tensorflow.org/install

I would prefer a installation on Windows, with cuda and pip.

• Learn the basic workflow

https://www.tensorflow.org/tutorials/quickstart/advanced

Great tutorial with all steps of a complete Machine Learning workflow

• Create a PR and add the source to our repo in an own sub folder

Start using the venv modul in order to work in a virtual environment.

https://docs.python.org/3/library/venv.html

https://realpython.com/python-virtual-environments-a-primer/

The idea is, to have for each git project your own python environment and
to separate the used libraries as well as not mixing dependencies.

Keep in mind to add the folder of your environment to your gitignore file and keep your git repository clean.

Perform a basic Literature Review:

• Identify good sources for technical books and list these sources in a MD file

For example https://ebookcentral.proquest.com/auth/lib/mosbach-dhbw/login.action

• Identify technical books in the context of your project

• Create a biblioghraphy in your LaTeX Documentation and add the found titles

https://www.oreilly.com/library/view/quarkus-cookbook/9781492062646/

May be there are interessting books outside of your access as a student. Feel free to ask the library staff to enrich the current collection with your title.