Supervised Fine Turning
Supervised Fine-Tuning Solutions
Supervised fine-tuning (SFT) uses domain-specific labeled data to tune the model parameters. The model can import knowledge from a specific domain with significantly less data and training time. A fine-tuned model retains the general knowledge from its initial pre-training and expands its knowledge base using the additional dataset.
Domain Specificity
Fine-tuning a model for a specific domain (retail, finance, HR, etc.) requires a targeted approach. We help curate a high-quality dataset tailored to your domain, encompassing various aspects like tone, format and justifications. Our team can also evaluate and rewrite model responses for context and domain specificity to fine-tune your model to its environment.
Retrieval-Augmented Generation (RAG)
Our team will enhance RAG by fine-tuning question-answer pairs, pulling from proprietary documentation and other knowledge retrieval systems. We’ll also evaluate model outputs and rewrite any incorrect responses to create additional training data to better fine-tune your model.
Task Optimization
Our team uses a systematic approach to assess the performance and effectiveness of your Gen AI models. In addition to improving your model’s performance, we can help you understand model metrics and improve user experience, both during the fine-tuning process and evaluation.
Multimodal
Our team of experts can fine-tune models across multiple types of data, from text to images, video and more. We can create tailored data sets, paired with expert-written captions describing the content, to fine-tune the model to generate accurate, relevant responses for new visual inputs.
Model Evaluation
Our team uses a systematic approach to assess the performance and effectiveness of your Gen AI models. In addition to improving your model’s performance, we can help you understand model metrics and improve user experience, both during the fine-tuning process and evaluation.
Prompt Engineering
For prompt-based models, our team can create new prompts to help boost model performance, train on specific tasks, incorporate domain-specific language, improve on tone, handle multimodal tasks, and more.
Generative AI and LLM Solutions
MODEL VALIDATION & FACT CHECKING
Our data experts will review your model’s responses for accuracy, identify and highlight any errors, and rewrite responses to improve model performance, combining workflow automation with our human-in-the-loop approach to ensure speed and quality.
INSTRUCTION FOLLOWING
Our team can assess how well your Gen AI model understands, interprets, and executes instructions. We’ll help you identify where your model doesn’t comply, including why a response was selected. Any issues are highlighted and flagged, making it easier and more efficient to fine-tune.
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PREFERENCE RANKING
Highly trained team of experts can help you improve the quality and alignment of model outputs through feedback loops, RLHF, and more. With domain expertise across multiple industries and functions, we can analyze and rank model responses, indicate the rationale behind each choice, and highlight any issues within the outputs.
CREATIVE WRITING
With domain expertise across a variety of industries and functions, Sama’s dedicated team can create new prompts and responses based on your model goals. We can also rewrite responses, tailored to model capabilities and limitations, to augment existing training data. Our team can also employ chain of thought to provide clear rationale for chosen outputs.
IMAGE & VIDEO CAPTIONING
Our team of experts will describe the content of visual inputs, verify if the captions match, and rewrite captions as needed to retrain the model to reduce errors and hallucinations. Our proprietary platform makes sampling easy and our collaborative workflows help reduce subjectivity and ambiguity from project kickoff.
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SYNTHETIC DATA CREATION
When real training data is too difficult or not cost effective to obtain, our team can create synthetic data sets to help train your model, using a human-in-the-loop approach to ensure the highest level of quality. Our team will define objectives for your data, including a specific domain or other required parameters, and test outputs for quality and accuracy by comparing them against outputs from authentic data.
Data Security is Our Top Priority
Your data remains protected and private because it’s managed in a secure facility by full-time in-house workforce of data experts. Your Data is Yours – Aimabec Tech does not share or keep any datasets for training or other purposes, unlike crowdsourced alternatives.