# rickiepark/nlp-with-pytorch architecture > Architecture diagram of the GitHub repository rickiepark/nlp-with-pytorch, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-11-12). It is an AI-made overview: check details against the source. - Interactive diagram: https://gitdiagram.com/rickiepark/nlp-with-pytorch - Repository: https://github.com/rickiepark/nlp-with-pytorch ## Overview This repository is the Korean translation and accompanying executable examples for *Natural Language Processing with PyTorch*. The principal workflow is a learner reading a chapter and working through its notebooks, from PyTorch basics and supervised learning to text classification, embeddings, sequence models, generation, and machine translation. Chapter directories represent distinct learning stages; data and preprocessing notebooks support selected examples. The README documents the chapter capabilities, but sampled source covers only dataset-download helpers, so internal notebook-to-notebook calls are not asserted. Main entry points: [`chapter_1/PyTorch_Basics.ipynb`](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_1/PyTorch_Basics.ipynb) (PyTorch Basics), [`chapter_3/Chapter-3-Diving-Deep-into-Supervised-Training.ipynb`](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_3/Chapter-3-Diving-Deep-into-Supervised-Training.ipynb) (Supervised Training), [`chapter_3/3_5_Classifying_Yelp_Review_Sentiment.ipynb`](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_3/3_5_Classifying_Yelp_Review_Sentiment.ipynb) (Review Sentiment), [`chapter_4/4_2_mlp_surnames/4_2_Classifying_Surnames_with_an_MLP.ipynb`](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_4/4_2_mlp_surnames/4_2_Classifying_Surnames_with_an_MLP.ipynb) (Surname MLP) ## Diagram (Mermaid) ```mermaid flowchart TD subgraph group_foundations["Foundations"] node_basics["PyTorch Basics"] node_supervised["Supervised Training"] node_sentiment["Review Sentiment"] end subgraph group_feedforward["Feedforward NLP"] node_mlp["Surname MLP"] node_cnn["Surname CNN"] node_embeddings["Pretrained Embeddings"] node_cbow["CBOW Embeddings"] node_docclass["Document Classification"] end subgraph group_sequence["Sequence Models"] node_rnn["Surname RNN"] node_generation["Surname Generation"] node_conditioned["Conditioned Generation"] node_packed["Packed Sequences"] end subgraph group_applications["Advanced Applications"] node_nmt["Neural Translation"] node_scheduled["Scheduled Sampling"] node_data[("Example Data")] end node_learner(("Learner")) node_learner -->|"studies"| node_basics node_learner -->|"studies"| node_supervised node_learner -->|"classifies"| node_sentiment node_learner -->|"studies"| node_mlp node_learner -->|"studies"| node_cnn node_learner -->|"uses"| node_embeddings node_learner -->|"trains"| node_cbow node_learner -->|"classifies"| node_docclass node_learner -->|"studies"| node_rnn node_learner -->|"generates"| node_generation node_learner -->|"generates"| node_conditioned node_learner -->|"studies"| node_packed node_learner -->|"translates"| node_nmt node_learner -->|"studies"| node_scheduled click node_basics "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_1/PyTorch_Basics.ipynb" click node_supervised "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_3/Chapter-3-Diving-Deep-into-Supervised-Training.ipynb" click node_sentiment "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_3/3_5_Classifying_Yelp_Review_Sentiment.ipynb" click node_mlp "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_4/4_2_mlp_surnames/4_2_Classifying_Surnames_with_an_MLP.ipynb" click node_cnn "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_4/4_4_cnn_surnames/4_4_Classifying_Surnames_with_a_CNN.ipynb" click node_embeddings "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_5/5_1_Pretrained_Embeddings.ipynb" click node_cbow "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_5/5_2_CBOW/5_2_Continuous_Bag_of_Words_CBOW.ipynb" click node_docclass "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_5/5_3_doc_classification/5_3_Document_Classification_with_CNN.ipynb" click node_rnn "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_6/classifying-surnames/Chapter-6-Surname-Classification-with-RNNs.ipynb" click node_generation "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_7/7_3_surname_generation/7_3_Model1_Unconditioned_Surname_Generation.ipynb" click node_conditioned "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_7/7_3_surname_generation/7_3_Model2_Conditioned_Surname_Generation.ipynb" click node_packed "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_8/8_PackedSequence_example.ipynb" click node_nmt "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_8/8_5_NMT/8_5_NMT_No_Sampling.ipynb" click node_scheduled "https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_8/8_5_NMT/8_5_NMT_scheduled_sampling.ipynb" click node_data "https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_8/8_5_NMT/data" classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554 classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337 classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81 classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a class node_basics,node_supervised,node_sentiment toneBlue class node_mlp,node_cnn,node_embeddings,node_cbow,node_docclass toneAmber class node_rnn,node_generation,node_conditioned,node_packed toneMint class node_nmt,node_scheduled,node_data toneRose class node_learner toneIndigo ``` ## Components ### Foundations - [PyTorch Basics](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_1/PyTorch_Basics.ipynb): `chapter_1/PyTorch_Basics.ipynb` - [Supervised Training](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_3/Chapter-3-Diving-Deep-into-Supervised-Training.ipynb): `chapter_3/Chapter-3-Diving-Deep-into-Supervised-Training.ipynb` - [Review Sentiment](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_3/3_5_Classifying_Yelp_Review_Sentiment.ipynb): `chapter_3/3_5_Classifying_Yelp_Review_Sentiment.ipynb` ### Feedforward NLP - [Surname MLP](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_4/4_2_mlp_surnames/4_2_Classifying_Surnames_with_an_MLP.ipynb): `chapter_4/4_2_mlp_surnames/4_2_Classifying_Surnames_with_an_MLP.ipynb` - [Surname CNN](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_4/4_4_cnn_surnames/4_4_Classifying_Surnames_with_a_CNN.ipynb): `chapter_4/4_4_cnn_surnames/4_4_Classifying_Surnames_with_a_CNN.ipynb` - [Pretrained Embeddings](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_5/5_1_Pretrained_Embeddings.ipynb): `chapter_5/5_1_Pretrained_Embeddings.ipynb` - [CBOW Embeddings](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_5/5_2_CBOW/5_2_Continuous_Bag_of_Words_CBOW.ipynb): `chapter_5/5_2_CBOW/5_2_Continuous_Bag_of_Words_CBOW.ipynb` - [Document Classification](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_5/5_3_doc_classification/5_3_Document_Classification_with_CNN.ipynb): `chapter_5/5_3_doc_classification/5_3_Document_Classification_with_CNN.ipynb` ### Sequence Models - [Surname RNN](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_6/classifying-surnames/Chapter-6-Surname-Classification-with-RNNs.ipynb): `chapter_6/classifying-surnames/Chapter-6-Surname-Classification-with-RNNs.ipynb` - [Surname Generation](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_7/7_3_surname_generation/7_3_Model1_Unconditioned_Surname_Generation.ipynb): `chapter_7/7_3_surname_generation/7_3_Model1_Unconditioned_Surname_Generation.ipynb` - [Conditioned Generation](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_7/7_3_surname_generation/7_3_Model2_Conditioned_Surname_Generation.ipynb): `chapter_7/7_3_surname_generation/7_3_Model2_Conditioned_Surname_Generation.ipynb` - [Packed Sequences](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_8/8_PackedSequence_example.ipynb): `chapter_8/8_PackedSequence_example.ipynb` ### Advanced Applications - [Neural Translation](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_8/8_5_NMT/8_5_NMT_No_Sampling.ipynb): `chapter_8/8_5_NMT/8_5_NMT_No_Sampling.ipynb` - [Scheduled Sampling](https://github.com/rickiepark/nlp-with-pytorch/blob/main/chapter_8/8_5_NMT/8_5_NMT_scheduled_sampling.ipynb): `chapter_8/8_5_NMT/8_5_NMT_scheduled_sampling.ipynb` - [Example Data](https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_8/8_5_NMT/data): `chapter_8/8_5_NMT/data` ### Other components - **Learner** ## Connections - Learner → PyTorch Basics: studies (evidence: `README.md`) - Learner → Supervised Training: studies (evidence: `README.md`) - Learner → Review Sentiment: classifies (evidence: `README.md`) - Learner → Surname MLP: studies (evidence: `README.md`) - Learner → Surname CNN: studies (evidence: `README.md`) - Learner → Pretrained Embeddings: uses (evidence: `README.md`) - Learner → CBOW Embeddings: trains (evidence: `README.md`) - Learner → Document Classification: classifies (evidence: `README.md`) - Learner → Surname RNN: studies (evidence: `README.md`) - Learner → Surname Generation: generates (evidence: `README.md`) - Learner → Conditioned Generation: generates (evidence: `README.md`) - Learner → Packed Sequences: studies (evidence: `README.md`) - Learner → Neural Translation: translates (evidence: `README.md`) - Learner → Scheduled Sampling: studies (evidence: `README.md`)