Iâm seeking an experienced AI specialist to assist in selecting and training a model on a unique dataset comprising over 380+ blog posts and 9 books. The goal is to create a model capable of answering questions and generating new content based on the provided writings.
I can provide the dataset in various files and file formats. It consists of text with basic mark up (H1âs, H2âs, bullets, links, etc.). I would also like to include metadata such as dates. The WordPress blog posts can be supplied as a JSON file. The books can be supplied as epubs or mobis.
Responsibilities:
Collaborate with me to understand the specific requirements and desired outcomes, and then explain the process so that I can understand what youâve done.
Advise on the best AI model(s) suitable for our dataset and objectives.
Fine-tune a pre-trained model using our dataset to adapt to the specific writing style and content.
Evaluate the model's performance and iterate as necessary to achieve optimal results.
Provide documentation on the training process, model performance metrics, and recommendations for deployment.
Requirements:
Proven experience with transformer-based models like GPT or BERT.
Strong understanding of NLP and machine learning concepts.
Experience with fine-tuning models on custom datasets.
Excellent communication skills and the ability to work collaboratively.
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