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Image processing Theory jargon Difference between supervised and unsupervised learning Criteria Supervised Learning Unsupervised Learning Data Uses labeled data for training. Uses unlabeled data for training. Goal Predict a label for new data based on past observations. Discover hidden patterns or intrinsic structures within the data. Examples Classification, Regression Clustering, Association Complexity Less complex as it has a clear goal. More complex due to the lack of clear goal. Usage When the outcome of the problem is known....

Big data Just data Structured data: data that has a defined length and format for each record. It’s stored in a fixed format such as a relational database or spreadsheet. It’s easy to search and analyze. It’s used for transactional data. Unstructured data: data that has an unknown length and format. It’s stored in a free format such as a text file. It’s difficult to search and analyze. It’s used for non-transactional data....

Image Analysis using pytorch Prerequisites This project is built using python in Ubuntu (WSL) and you’ll need to install the following: Any bash terminal (one of the following) Conda WSL Mac OS Any flavour of Linux Python 3 (I’m using 3.10.12) 1 2 sudo apt update sudo apt install python3 Pip 1 2 sudo apt update sudo apt install python3-pip Packages Note: Since I’m using a computer with a CUDA compatable NVIDIA GPU, I’ll be using the GPU version of pytorch....

Extended Markdown Cheatsheet Heading 1 2 3 4 5 6 # Heading 1 ## Heading 2 ### Heading 3 #### Heading 4 ##### Heading 5 ###### Heading 6 Paragraph 1 This is a paragraph. Code snippet 1 'print("Hello World")' block of code 1 2 3 ''' print("Hello World") ''' code within the clock of code can be selectively highlighted 1 2 3 '''python print("Hello World") ''' Emphasis 1 2 3 4 5 *This text will be italic* _This will also be italic_ **This text will be bold** __This will also be bold__ _You **can** combine them_ Table 1 2 3 4 | Syntax | Description | | ----------- | ----------- | | Header | Title | | Paragraph | Text | Bulletpoints 1 2 3 4 - Bulletpoint 1 - Bulletpoint 2 - Bulletpoint 2....

Git / github cheatsheet Installation of git Download git from here or use on debian based linux 1 2 sudo apt update sudo apt install git Check if git is installed 1 git --version Configure git 1 2 git config --global user.name "Your Name" git config --global user.email "Your email" (Optional) Change the default brach name from master to main 1 git config --global init.defaultBranch main Configuring SSH keys to github Run these commands on the terminal 1 2 3 4 ssh-keygen -t ed25519 -C "$Your email" eval "$(ssh-agent -s)" ssh-add ~/....