├── Deployment.ipynb ├── EDA_MultiClassTextClassification.ipynb ├── Images-and-Visuals-from-the-Course ├── 3D_Vector_Plot.html ├── 3D_Vector_Plot_with_Labels.html ├── 3D_Vectors_Plot.html ├── 3D_Vectors_as_Lines_Plot.html ├── Attention_Scores_Bar_Chart_Corrected.html ├── Attention_Scores_Plot.html ├── Detailed-view-of-a-transformer-encoder-block-It-first-passes-the-input-through-an.png ├── Positional-Encodings-1.png ├── Positional-Encodings-2.webp ├── Query,Key,Vector.png ├── Raw_Attention_Scores_Visualization.html ├── Sine-Cosine-Plot.png ├── The-DistilBERT-model-architecture-and-components.png ├── Tokenization-singleSentence.png ├── Tokenization-twoSentences.png ├── dotproduct.html ├── encodings.html ├── overall (1).html ├── positional encoding.html └── rnn-vs-transformer.jpeg ├── OptionalExperimentNotebook.ipynb ├── SentimentAnalysis.ipynb ├── TrainingNotebook.ipynb ├── aws-lambda-llm-endpoint-invoke-function.py ├── inference.py ├── load-testing ├── input1.json ├── input2.json ├── input3.json ├── input4.json ├── inputs.tar.gz └── load-test.py └── script.py /Deployment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Deployment.ipynb -------------------------------------------------------------------------------- /EDA_MultiClassTextClassification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/EDA_MultiClassTextClassification.ipynb -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/3D_Vector_Plot.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/3D_Vector_Plot.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/3D_Vector_Plot_with_Labels.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/3D_Vector_Plot_with_Labels.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/3D_Vectors_Plot.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/3D_Vectors_Plot.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/3D_Vectors_as_Lines_Plot.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/3D_Vectors_as_Lines_Plot.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Attention_Scores_Bar_Chart_Corrected.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Attention_Scores_Bar_Chart_Corrected.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Attention_Scores_Plot.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Attention_Scores_Plot.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Detailed-view-of-a-transformer-encoder-block-It-first-passes-the-input-through-an.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Detailed-view-of-a-transformer-encoder-block-It-first-passes-the-input-through-an.png -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Positional-Encodings-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Positional-Encodings-1.png -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Positional-Encodings-2.webp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Positional-Encodings-2.webp -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Query,Key,Vector.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Query,Key,Vector.png -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Raw_Attention_Scores_Visualization.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Raw_Attention_Scores_Visualization.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Sine-Cosine-Plot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Sine-Cosine-Plot.png -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/The-DistilBERT-model-architecture-and-components.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/The-DistilBERT-model-architecture-and-components.png -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Tokenization-singleSentence.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Tokenization-singleSentence.png -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/Tokenization-twoSentences.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/Tokenization-twoSentences.png -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/dotproduct.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/dotproduct.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/encodings.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/encodings.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/overall (1).html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/overall (1).html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/positional encoding.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/positional encoding.html -------------------------------------------------------------------------------- /Images-and-Visuals-from-the-Course/rnn-vs-transformer.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/Images-and-Visuals-from-the-Course/rnn-vs-transformer.jpeg -------------------------------------------------------------------------------- /OptionalExperimentNotebook.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/OptionalExperimentNotebook.ipynb -------------------------------------------------------------------------------- /SentimentAnalysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/SentimentAnalysis.ipynb -------------------------------------------------------------------------------- /TrainingNotebook.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/TrainingNotebook.ipynb -------------------------------------------------------------------------------- /aws-lambda-llm-endpoint-invoke-function.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/aws-lambda-llm-endpoint-invoke-function.py -------------------------------------------------------------------------------- /inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/inference.py -------------------------------------------------------------------------------- /load-testing/input1.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/load-testing/input1.json -------------------------------------------------------------------------------- /load-testing/input2.json: -------------------------------------------------------------------------------- 1 | { 2 | "inputs": "New Treatment for ADHD Discovered" 3 | } -------------------------------------------------------------------------------- /load-testing/input3.json: -------------------------------------------------------------------------------- 1 | { 2 | "inputs": "Life Was Found on Planet Mars" 3 | } -------------------------------------------------------------------------------- /load-testing/input4.json: -------------------------------------------------------------------------------- 1 | { 2 | "inputs": "Star Wars Remains Top Rated Movie" 3 | } -------------------------------------------------------------------------------- /load-testing/inputs.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/load-testing/inputs.tar.gz -------------------------------------------------------------------------------- /load-testing/load-test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/load-testing/load-test.py -------------------------------------------------------------------------------- /script.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/patrikszepesi/LLM_course/HEAD/script.py --------------------------------------------------------------------------------