{"id":19129121,"url":"https://github.com/teleprint-me/vektor","last_synced_at":"2025-04-19T06:31:49.929Z","repository":{"id":206345444,"uuid":"716416367","full_name":"teleprint-me/vektor","owner":"teleprint-me","description":"Vektor: A personal NLP toolkit for text processing with a focus on Transformer architecture.","archived":true,"fork":false,"pushed_at":"2024-01-26T05:35:19.000Z","size":346,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-22T16:15:36.347Z","etag":null,"topics":["artificial-intelligence","machine-learning","natural-language-processing","neural-network"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/teleprint-me.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2023-11-09T04:55:14.000Z","updated_at":"2024-06-03T17:36:56.000Z","dependencies_parsed_at":null,"dependency_job_id":"11e8047f-b8b7-4a6d-a5c6-8d1d709ed1b5","html_url":"https://github.com/teleprint-me/vektor","commit_stats":null,"previous_names":["teleprint-me/vektor"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/teleprint-me%2Fvektor","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/teleprint-me%2Fvektor/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/teleprint-me%2Fvektor/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/teleprint-me%2Fvektor/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/teleprint-me","download_url":"https://codeload.github.com/teleprint-me/vektor/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249628172,"owners_count":21302562,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["artificial-intelligence","machine-learning","natural-language-processing","neural-network"],"created_at":"2024-11-09T06:06:35.928Z","updated_at":"2025-04-19T06:31:49.729Z","avatar_url":"https://github.com/teleprint-me.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Vektor\n\n## Project Overview\n\nVektor is a personal project that serves as my playground for delving into the\nintricacies of Natural Language Processing (NLP) and Transformer models. As a\nself-initiated educational endeavor, it's primarily focused on deepening my\nunderstanding of these complex topics from the ground up.\n\n## Current Focus\n\nThe project initially began as an exploration into encoding, decoding, and\ntokenization. However, it has since evolved into a more comprehensive study,\nparticularly focusing on implementing the skip gram model and understanding\nTransformer architecture. This evolution stems from my realization that\nmastering these concepts in Python, a language I'm more comfortable with, is\nmore feasible than tackling them in C/C++ as initially attempted.\n\n## Personal Learning Journey\n\nVektor is not just about the final output but more about the journey and the\nlearning process. The project is a testament to the iterative nature of\nlearning, especially in the complex domain of NLP and machine learning. It's a\nreflection of my hands-on approach to understanding and building these systems\nfrom scratch, using only essential libraries and tools to reinforce fundamental\nlearning.\n\n## Status and Goals\n\nAs of now, Vektor remains a work-in-progress, a testament to the ongoing journey\nof learning and discovery in the field of NLP and AI. The main goals include:\n\n- Gaining a deeper understanding of Transformer models and their related\n  components.\n- Experimenting with different aspects of NLP, including tokenization and\n  encoding, memory, cognitive architecture, and more.\n- Keeping the project open for new directions and learnings as they arise.\n\n## Documentation\n\nFor a deeper dive into the Vektor project, the documentation provides\ncomprehensive insights and details:\n\n- **Project Overview**: For a detailed look at the overall design, architecture,\n  and goals of the Vektor project, see\n  [Project Overview](docs/VektorProjectOverview.md).\n\n- **Technical Documentation**: Explore various technical aspects, including\n  tokenization, encoding, and model implementation, in the dedicated\n  [technical documents](docs/). This includes:\n\n  - [Tokenization and Encoding](docs/tokenization/)\n  - [Model Architecture](docs/model/)\n\n- **Upcoming Documentation**: I'm continually working on expanding the\n  documentation to cover more aspects of the project. Keep an eye on the `docs/`\n  directory for the latest updates.\n\nThe documentation is a living entity and is regularly updated to reflect the\nlatest progress and insights into the Vektor project.\n\n## Contributions and Collaborations\n\nWhile Vektor is a personal project, input, suggestions, and discussions are\nalways welcome. They can provide fresh perspectives and insights, which are\ninvaluable in a learning journey like this.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fteleprint-me%2Fvektor","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fteleprint-me%2Fvektor","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fteleprint-me%2Fvektor/lists"}