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01_Spacy.ipynb
01_Spacy.ipynb
 
 
02_Spacy_Sklearn_ML.ipynb
02_Spacy_Sklearn_ML.ipynb
 
 
03_Regex.ipynb
03_Regex.ipynb
 
 
04_Word2Vec.ipynb
04_Word2Vec.ipynb
 
 
05_Sentiment_Deep_Learning_UPDATE23.ipynb
05_Sentiment_Deep_Learning_UPDATE23.ipynb
 
 
06_Embedding+Tensorflow_UPDATE23.ipynb
06_Embedding+Tensorflow_UPDATE23.ipynb
 
 
07_Wordnet+AMR+Ngram.ipynb
07_Wordnet+AMR+Ngram.ipynb
 
 
08_Tensorflow_Transformer_basics_UPDATE23.ipynb
08_Tensorflow_Transformer_basics_UPDATE23.ipynb
 
 
09_Huggingface_GPT_BERT_NER.ipynb
09_Huggingface_GPT_BERT_NER.ipynb
 
 
10_Conversational_Agent_Basics.ipynb
10_Conversational_Agent_Basics.ipynb
 
 
10_data.csv
10_data.csv
 
 
11_ChatModels.ipynb
11_ChatModels.ipynb
 
 
12_Knowledge_Graph_RAG.ipynb
12_Knowledge_Graph_RAG.ipynb
 
 
13_LLM_Tooling.ipynb
13_LLM_Tooling.ipynb
 
 
LLM_inference_endpoint.md
LLM_inference_endpoint.md
 
 
README.md
README.md
 
 

README.md

Practice material for the course (WIP)

This folder contains the practice material for the course. The material contains example notebooks and extra files for that. Each practice is designed to be a standalone Google Colab notebook. (Exceptions will be clearly marked.) The notebooks tap into topics explained in the lectures but they are not in a 1:1 relationship with the lecture material. Following the order of them is recommended, but not mandatory.

Each example comes with a video to explain the content. The videos are available on the following link: OneDrive

Practice material extension is still in progress. The material will be updated and extended. In case of any questions feel free to open an issue in the repository.

LLM Inference Endpoint information is available here.