API design, Python, embeddings, pgvector, Qdrant, vector databases, context window management, search IR techniques, LangGraph, BM25, agent RAG frameworks, OpenTelemetry, Langfuse, structured output, observability, LangChain, CrewAI, cross-encoders, tracing, LLMs, Monitoring, prompt engineering, AutoGen, rerankers, hybrid search, Milvus, Weaviate, LlamaIndex, function calling

graph databases , Tensorflow, Pytorch, MLops, Python, LangChain, CrewAI, Agentic AI frameworks, knowledge graphs, Hugging Face, prompt engineering, LangGraph, AutoGen, RAG, SLM fine-tuning, LlamaIndex

production deployment , Apis, Testing, Data Science, Microsoft Azure, Databricks, Python, Generative AI, data pipelines, Machine Learning Engineering, Monitoring, AI ML Engineering, software engineering principles, Large Language Models

Retrieval-Augmented Generation (RAG) pipelines, Git, Rest Apis, Python, AI Agents, Data preprocessing, Vector Search, Generative AI solutions, AI application testing, Embeddings, CI/CD, LLM technologies, Prompt Engineering

object detection , C++, Ip Cameras, Git, Pytorch, Opencv, Python, Computer Vision, Action Recognition, NVIDIA Jetson, TensorRT, Pose Estimation, Tracking, ONNX, Real-time AI processing systems, Video data processing

Python, Pytorch, Self-supervised encoders, LLMs, Synthetic data, Annotation, Audio understanding, PEFT, Code-switching speech, SFT, Speech audio models, ASR, Whisper-style models, Audio-LLMs, LoRA, Data Collection, Transformers

vision-language models (VLMs), Computer Vision, Ocr, Python, detection, multi-agent frameworks, multimodal LLMs, large-scale visual data pipelines, multimodal APIs, Classification, GPU inference optimization, Segmentation, RAG, edge deployment, LLM agentic systems, function calling, model serving, video understanding

Rabbitmq, Deep Learning, Typescript, Kafka, Redis, Node.js, FastAPI, Python, Docker, Websocket, Pubsub, Arize, OpenAI, attention mechanisms, GRPC, Google ADK, LangSmith, Transformer architectures, Vector Databases, AutoGen, OpenAI Agents SDK, Anthropic, CrewAI, LangGraph

Python virtual environments (venv, Python, Selenium, Linux, Crontab, Redis, Scrapy, Git, PostgreSQL, BeautifulSoup, systemd, kNN search, OpenAI Embeddings, vector search, text chunking preprocessing, Embedding models, logging frameworks, Elasticsearch 8.x, Playwright, APScheduler, FAISS, Batch Processing architectures, Korean Nori Analyzer