# Machine Translation

Gaia is a tool that allows users to build neural machine translators (NMT) without any coding. It enables users to train, deploy, and commercialize their own NMT systems with simple click actions. The tool supports multiple languages, including low-resource language pairs, and offers real-time monitoring features to help users track training progress and performance metrics. Additionally, Gaia provides an easy-to-integrate API, making it convenient for developers to combine trained models with their own systems.

Translation Agent is a machine translation demonstration project employing a reflective workflow. Developed by Andrew Ng and collaborators, it primarily leverages large language models (LLMs) for text translation and incorporates reflection on the translation results to provide improvement suggestions. The model offers high customizability, allowing adjustments to translation style, handling idioms and proper nouns, and optimization for specific regions or dialects. Despite being relatively immature, it has demonstrated the potential to be more competitive than traditional machine translation systems in certain instances.

This project can translate text in manga/images. Its main functions include text detection, optical character recognition (OCR), machine translation, and image repair. It supports multiple languages such as Japanese, Chinese, English, Korean, and others, enabling near-perfect translation results. This project primarily targets manga enthusiasts and image processing professionals, enabling them to conveniently read foreign language manga or perform multilingual image processing. Additionally, it offers various usage methods including web services, online demos, and command-line tools, boasting excellent usability. The project's code is open-source, welcoming contributions and improvements from the community.

VideoTrans is a free and open-source video translation and dubbing tool that can identify video subtitles, translate them into other languages, perform multiple voice synthesis, and ultimately output target language videos with subtitles and voiceovers. The software is user-friendly, supports multiple translation and voice synthesis engines, and significantly enhances the efficiency of video translation.

Contrastive Preference Optimization is an innovative method for machine translation that trains models to avoid generating merely adequate but imperfect translations, resulting in a significant performance boost for the ALMA model. This method achieves or surpasses the performance of WMT competition winners and GPT-4 on WMT'21, WMT'22, and WMT'23 test datasets.

TinyGPT-V is an efficient multimodal large language model implemented using a smaller backbone network. It possesses strong language understanding and generation capabilities, making it suitable for a variety of natural language processing tasks. TinyGPT-V is based on Phi-2 as its pre-training model, boasting excellent performance and efficiency.

LLaMa2lang is a convenient script for fine-tuning LLaMa2-7b into a chat model for a specific language. It uses the Huggingface Open Assistant dataset as the base data and uses the OPUS translation model to fully translate it into the target language. Then, the translated dataset is converted into the input format for the chat model using LLaMa2's prompt format. Finally, LLaMa2-chat is fine-tuned using QLoRA and PEFT. By using LLaMa2lang, you can create a LLaMa2 model suitable for chatting in any non-English language.

Robo Translator is an AI-powered machine translation service that helps you localize content and better engage global audiences. It leverages the latest OpenAI models to deliver highly accurate translation tools. Whether it's audio, video, or text documents, translate them effortlessly into one or multiple languages. Robo Translator also supports automatic YouTube video subtitle translation and multi-language audio track generation, as well as fast and accurate audio transcription and subtitle creation. Robo Translator also supports software localization, handling common localization formats. We offer a usage-based pricing model, ensuring you pay only for what you use.

FreeSubtitles.Ai is a free online speech recognition and machine translation tool. Users can upload audio or video files, and it will automatically transcribe the text and provide multilingual translations. The product offers both free and paid versions. The free version has certain usage limitations. The paid version can enjoy larger file sizes, longer durations, and higher accuracy transcription services. Main functions include speech to text, video subtitle extraction, and multilingual translation. Suitable for learning foreign languages, processing meeting minutes, and generating subtitles. Features include being free, convenient, and high accuracy.

slAItor is an AI translation assistant that leverages the advancements in artificial intelligence to provide functionalities beyond traditional translation systems. slAItor supports features such as progressive translation, style modification, offering translation alternatives, explaining translations, and correcting translation errors. It also features a style calibrator, allowing you to adapt translations based on different contexts. slAItor supports 28 language pairs.

Machine Translation provides fast and reliable machine translation post-editing (MTPE) services. We offer ISO 18587:2017 certified machine translation services to help you leverage machine translation in your localization process.