AI Integration Tools - LangChain LlamaIndex, Tensorflow, Pytorch, Machine Learning Frameworks, AI model fine-tuning techniques, Prompt engineering, AWS Bedrock, Vector Database architectures, Advanced Python programming for AI ML applications, Retrieval Augmented Generation RAG, Hugging Face, LoRA Low-Rank Adaptation techniques, Amazon SageMaker, Machine Learning architectures, Generative AI Technologies, AI system design and integration, GraphRAG methodologies, Cloud-native AI solution design, Large Language Models LLMs, AWS AI services, Agentic AI design principles

API development and integration, Python, Monitoring observability or MLOps concepts, Agentic frameworks or orchestration patterns, Generative AI and LLMs, Tool calling and action execution, CI CD and modern DevOps practices

Logging, Tensorflow, Pytorch, Docker, Python, Databases, Apis, Devops, MLops, System Design, Hugging Face APIs, LoRA training, workers, observability, fine-tuning, adapters, cloud platforms, Monitoring, model-serving tools, inference optimization, queues, async workflows, GPU servers, dataset preparation

Python, vectorized programming, memory access patterns, pre-silicon validation, simd, silicon bring-up, VLIW processor architecture, cache hierarchy