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Tasks.md

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  • Create final presentation
  • Create MLOps Part for Scientific Report #Deployment
  • Create Model Validation Part for Scientific Report #Evaluation
  • Create Methods we used for decision makings and include them into the Scientific Report #DataCollecting #DataPreparation #Modeling
  • Create Data Processing Part for Scientific Report #DataPreparation
  • Plan Cloud-Service task and compare it with all services, also with costs #BusinessUnderstanding
  • Create Literature review for Scientific Report #BusinessUnderstanding #DataPreparation #Modeling
  • Deploy training on VastAI #Modeling
  • Try Transformer also to Resnet #Modeling
  • Play the game and make a baseline accuracy for amateur {Yutaro, Lukas}, and pro {Linus} #Modeling
  • Focus just on predicting accuracy of guessing countries #BusinessUnderstanding
  • Deploy Training Iteration on other cloud service than gpuhub #Modeling
  • Add Multiple labels architecture, combine coordinates with countries #Modeling
  • Research other metrics for the evaluating the model #Modeling #Evaluation
  • Add test metrics to the code #Evaluation
  • Try more different base line models, Transformer Encoders, more Resnet architechtures and Vanilla CNN #Modeling
  • Try other models like MobileNetV2 and a CNN too? #Modeling
  • Change accuracy for best, 3 best and 5 best predictions, and log it, when it is under the predictions it's correct #Modeling
  • Setup wand.db Experiment tracking for Model Validation #Evaluation
  • Setup wand.db Experiment tracking for Model Training #Modeling
  • Do some research about CNN or other networks which can handle images #Modeling
  • up-to-date kanban board before each coaching session #WorkingPermanently
  • Update Scientific Report for DataProcessing, Methods, Model Validation, MLOps #WorkingPermanently
  • Focus on the task "Country Prediction" #WorkingPermanently
  • create web scraper for geoguessr #DataCollecting
  • collecting data from geoguessr #DataCollecting
  • create commitment and proposal as markdown file #BusinessUnderstanding
  • Create midterm presentation
  • Create Proposal and upload it to Ilias #BusinessUnderstanding
  • decide and vote for best business case title #BusinessUnderstanding
  • Resize images to usable datatype and file sizes #DataPreparation
  • Collect 60k images from Geoguessr #DataCollecting
  • Add sample dataset to GitLab for Data Processing #DataCollecting
  • Map coordinates to countries #DataPreparation
  • Map coordinates to real coordinates #DataPreparation
  • Get Data insights from images #DataUnderstanding
  • Create a structure for data science project #DataPreparation #DataUnderstanding #Modeling #Evaluation #Deployment
  • Create CNN-Architecture for the Model #Modeling
  • Define base metric for training and evaluating #Modeling
  • Load pre-trained weights and do some transfer learning , freeze some layers and unfreeze dense layers #Modeling
  • Create Baseline Model #Modeling

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