Deep Learning: Language Models

The Deep Learning: Language Models Training is a technical program that starts from neural network and NLP foundations and works its way up to the Transformer architecture, prompt engineering and the full landscape of the LLM ecosystem. Transformer architecture and the attention mechanism; core concepts about LLMs; prompt engineering fundamentals, a prompt engineering workshop and hallucination problems are all part of the program. On the RAG side, pipelines, pipeline optimization, multi-document and agentic RAG approaches are explored with hands-on workshops. Finetuning, LoRA and a combined RAG + Finetuning workshop cover model adaptation; MCP and its core concepts, an MCP workshop and a comprehensive RAG + Finetuning + MCP workshop bring modern LLM applications together. The course closes with LLM evaluation metrics.