LARGE LANGUAGE MODELS
๐๐๐ซ๐ ๐ ๐ฅ๐๐ง๐ ๐ฎ๐๐ ๐ ๐ฆ๐จ๐๐๐ฅ๐ฌ have become a trend from the late 2010s when developers capitalized on the breakthroughs in Transformer models by Google to reveal the power of large-scale language models. This led to improvement in language tasks with models understanding context and nuance in human languages coupled with the ability to generate coherent and contextually relevant text.
This trend has continued its ascendency with OpenAIโs Generative Pre-trained Transformer 3 (GPT-3) model which showcases human-like text generation capabilities, leading to widespread adoption and exploration of commercial applications.
If you are looking to explore some of these commercial applications for your business, Annologic has got you covered with the following:
โข Customer service chatbots
โข Content creation and copywriting
โข Legal and compliance analysis
โข Healthcare support
โข Language translation and localization
โข Financial Analysis
โข Personalized recommendations
โข Research and Data Analysis
Trust us when we say you donโt need to overthink how to get your business to benefit from these applications. Annologic has got services to help you every step of the way in taking advantage of this technology through the process of LLM fine-tuning.
โข ๐๐๐ญ๐ ๐ฉ๐ซ๐๐ฉ๐๐ซ๐๐ญ๐ข๐จ๐ง: identifying use cases relevant to your business and the specific technical or business-specific documents required.
โข ๐๐๐ญ๐ ๐๐ง๐ง๐จ๐ญ๐๐ญ๐ข๐จ๐ง: tagging collected data according to specific use cases (e.g., tagging customer service queries with their intents)
โข ๐๐ก๐จ๐จ๐ฌ๐ข๐ง๐ ๐ ๐๐ซ๐-๐๐ซ๐๐ข๐ง๐๐ ๐๐จ๐๐๐ฅ: making a suitable choice based on requirements such as model size, complexity, and domain alignment..
โข ๐ ๐ข๐ง๐-๐ญ๐ฎ๐ง๐ข๐ง๐ : Training chosen model on annotated data while extensively optimizing hyperparameters.
โข ๐๐จ๐๐๐ฅ ๐๐๐ฌ๐ญ๐ข๐ง๐ : evaluating the performance of the fine-tuned model using a validation data set and in real-world scenarios similar to the intended use case.
โข ๐๐จ๐๐๐ฅ ๐๐ง๐ญ๐๐ ๐ซ๐๐ญ๐ข๐จ๐ง: incorporating the fine-tuned model into your business workflow, such as integrating it into software applications and customer service platforms.
We look forward to assisting you with your AI needs!
๐ง Letโs talk via inquiries@annologic.com