Mastering Transformers & LLMs: Build, Train, and Deploy AI Models with Docker and FastAPI
What you will learn
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In-Depth Knowledge of Transformer Architectures
Deploy LLM with Fast API and Docker
Design, Build, and Train your Own LLM architecture from scratch
Build Custom Tokenizer For Your Own Corpus
Train Your Own GPT Model
Apply GPT2, T5, BART, BERT, DistilBERT, and PEGASUS to Real World Tasks
Model Optimization with Knowledge Distillation, Quantization, ONNX and the ONNX Runtime
Apply Transformers to Table Question Answering
Fine-Tuning PEGASUS for Dialogue Summarization
Fine-tuning BERT for Sentiment Analysis, Sentence-Pairs and Multi-Class Classification
English
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