Home.md

+Inhaltsverzeichnis
+Einleitung
+Projektrahmen
+Erwartungshaltung und Bewertung
+Informationen/Grundlagen
+Server
+Our Servers
+List of servers
+Reserving GPUs
+Connecting
+OpenVPN
+SSH tunneling
+SSH config
+Setting up your environment on the server
+Pip
+Conda
+Getting data to the server
+Git (favorite)
+Scp for larger files/directories
+Rsync (for example with PyCharm)
+Tmux 
+Usage (detaching, etc)
+Example config
+Nvidia-smi and choosing the appropriate CUDA device
+Htop
+
+
+Deep Learning
+NLP
+Preprocessing
+Tipps
+Tokenizer
+SpaCy / nltk /...
+Byte-Pair-Encoding (sentencepiece / HuggingFace...)
+Vocabulary
+Frequencies/counts are helpful
+Text representations
+Word embeddings
+Bag of words [1,0,0,0,1] 
+Common NLP Architectures
+Encoder-Decoder (Seq2Seq, Tree2Seq, ...)
+Encoder
+Siamese Network
+Transformer
+Attention
+Architecture
+PyTorch
+Basics
+Tensor Operations
+Derive from nn.model, modules etc. 
+Common loss functions
+Use PyTorch Lightning
+Training
+LAVIS Experimente