Mastering Transformers & LLMs: Construct, Prepare, and Deploy AI Fashions with Docker and FastAPI
What you’ll be taught
In-Depth Information of Transformer Architectures
Deploy LLM with Quick API and Docker
Design, Construct, and Prepare your Personal LLM structure from scratch
Construct Customized Tokenizer For Your Personal Corpus
Prepare Your Personal GPT Mannequin
Apply GPT2, T5, BART, BERT, DistilBERT, and PEGASUS to Actual World Duties
Mannequin Optimization with Information Distillation, Quantization, ONNX and the ONNX Runtime
Apply Transformers to Desk Query Answering
High-quality-Tuning PEGASUS for Dialogue Summarization
High-quality-tuning BERT for Sentiment Evaluation, Sentence-Pairs and Multi-Class Classification
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