{"id":20154556,"url":"https://github.com/vidiptvashist/transliteration","last_synced_at":"2026-04-14T02:30:59.862Z","repository":{"id":161320338,"uuid":"635930053","full_name":"vidiptvashist/Transliteration","owner":"vidiptvashist","description":"Developed an Encoder Decoder with Attention Model for Transliteration from English (Hinglish) to Hindi","archived":false,"fork":false,"pushed_at":"2023-05-05T07:40:37.000Z","size":29788,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-03T01:31:43.886Z","etag":null,"topics":["encoder-decoder","natural-language-processing","pytorch-implementation","transliteration"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vidiptvashist.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-05-03T19:04:35.000Z","updated_at":"2023-08-14T13:30:56.000Z","dependencies_parsed_at":null,"dependency_job_id":"c8a1bab2-98c3-42f1-ae4f-fb0a96715241","html_url":"https://github.com/vidiptvashist/Transliteration","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/vidiptvashist/Transliteration","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vidiptvashist%2FTransliteration","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vidiptvashist%2FTransliteration/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vidiptvashist%2FTransliteration/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vidiptvashist%2FTransliteration/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vidiptvashist","download_url":"https://codeload.github.com/vidiptvashist/Transliteration/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vidiptvashist%2FTransliteration/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31779942,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-14T02:24:21.117Z","status":"ssl_error","status_checked_at":"2026-04-14T02:24:20.627Z","response_time":153,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["encoder-decoder","natural-language-processing","pytorch-implementation","transliteration"],"created_at":"2024-11-13T23:27:22.395Z","updated_at":"2026-04-14T02:30:59.842Z","avatar_url":"https://github.com/vidiptvashist.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Transliteration\nTransliteration is the process of converting text from one script to another script, while keeping the phonetic meaning of the words intact. In the context of machine learning, transliteration is a task where given a word in one script, the goal is to predict its pronunciation in another script.\n\n| DATASET | LINK |\n| ------------- | ------------- |\n| FIRE 2013 | [link](http://cse.iitkgp.ac.in/resgrp/cnerg/qa/fire13translit/index.html) |\n\nIn this project English is transliterated to Hindi\n\nExample of Transliteration\n\n\n![Example](https://user-images.githubusercontent.com/86826802/236172512-79982ad7-46c0-48e1-8f26-2d44fffc78dc.png)\n\n## Result\n\n\n\n| Model  | Link | Iteration | Loss | Accuracy |\n| ------------- | ------------- | ------------- | ------------- |------------- |\n| Model 1  | [Link](https://github.com/vidiptvashist/Transliteration/blob/main/model/model1__lr_0.01_nb%3D100_bs%3D64_e%3D256.pt)   | 100 | 0.21607725322246552 | 60.39542043070043 |\n| Model 2  | [Link](https://github.com/vidiptvashist/Transliteration/blob/main/model/model1__lr_0.01_nb%3D200_bs%3D64_e%3D256.pt)   | 200 | 0.14442181587219238 | 77.11415632218576 |\n| Model 3  | [Link](https://github.com/vidiptvashist/Transliteration/blob/main/model/model1__lr_0.01_nb%3D300_bs%3D64_e%3D256.pt)   | 300 | 0.12240982055664062 | 79.13928839476316 |\n| Model 4  | [Link](https://github.com/vidiptvashist/Transliteration/blob/main/model/model1__lr_0.01_nb%3D500_bs%3D64_e%3D256.pt)   | 500 | 0.09494910389184952 | 80.78228581698959 |\n| Model 5  | [Link](https://github.com/vidiptvashist/Transliteration/blob/main/model/model1__lr_0.01_nb%3D100_bs%3D128_e%3D256.pt)   | 100 | 0.10732661187648773 | 71.24015788947327 |\n| Model 6  | [Link](https://github.com/vidiptvashist/Transliteration/blob/main/model/model1__lr_0.01_nb%3D200_bs%3D128_e%3D256.pt)   | 200 | 0.06515125930309296 | 80.07900605723651 |\n| Model 7  | [Link](https://github.com/vidiptvashist/Transliteration/blob/main/model/model1__lr_0.01_nb%3D500_bs%3D128_e%3D256.pt)   | 500 | 0.04235030710697174 | 82.2286011951464 |\n| Model 8 | [Link](https://github.com/vidiptvashist/Transliteration/blob/main/model/model1__lr_0.01_nb%3D1000_bs%3D1923D256.pt)   | 1000| 0.018823904916644096 | 83.17876711915679 |\n\n\n## Graphs\n\n\n1 [Iteration 99 Loss 0.21607725322246552](https://user-images.githubusercontent.com/86826802/236028741-112b98d4-f350-49d9-9625-43af0d0c7ada.png) \n\n\n2 [Iteration 199 Loss 0.14442181587219238](https://user-images.githubusercontent.com/86826802/236167712-7834ecfb-ce9e-4ca8-a53c-5b88f7819695.png)\n\n3 [Iteration 299 Loss 0.12240982055664062](https://user-images.githubusercontent.com/86826802/236178193-5acc4ce7-c213-4d92-834e-a81cc3092505.png)\n\n4 [Iteration 499 Loss 0.09494910389184952](https://user-images.githubusercontent.com/86826802/236190593-f5dc62cd-683e-42e5-9da9-0eaeae8b5209.png)\n\n5 [Iteration 99 Loss 0.10732661187648773](https://user-images.githubusercontent.com/86826802/236207579-83b6772c-51b6-43fe-8b57-0ac6f1034d56.png)\n\n6 [Iteration 99 Loss 0.06515125930309296](https://user-images.githubusercontent.com/86826802/236248584-856da06c-c188-4ee4-9072-40f518a0f9ce.png)\n\n7 [Iteration 99 Loss 0.04235030710697174](https://user-images.githubusercontent.com/86826802/236305154-2295cb90-d3c7-45f2-bc9e-25684444c2b7.png)\n\n\n8 [Iteration 99 Loss 0.018823904916644096](https://user-images.githubusercontent.com/86826802/236401572-9db11844-f297-4816-b138-cdfcbdff00a5.png)\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvidiptvashist%2Ftransliteration","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvidiptvashist%2Ftransliteration","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvidiptvashist%2Ftransliteration/lists"}