Ab Initio, analyze and interpret complex data sets, ethical AI considerations, data integration and transformation processes, data quality and governance frameworks, machine learning principles

S3, Pyspark, Tensorflow, Pytorch, Docker, App Services, Flask, Python, Sql, DataBricks, Git, MLops, FastAPI, Postman, Kubernetes, Hugging Face, MLflow, CI CD, Scikit-Learn, LangGraph, Streamlit, LangChain, OpenAI GPT, LLaMA, LLMOps, Google Cloud Vertex AI, OpenAI Cognitive Search, AWS SageMaker, Azure AI, Gemini

multi-agent systems, distributed systems fundamentals, retrieval RAG context engineering, production LLM GenAI systems, inference abstractions, production APIs, model routing, AI evaluation observability feedback systems, agent runtimes, backend engineering in Python

Machine Learning, Data structures, Predictive Analytics, Tensorflow, Algorithms, Nlp, MLops, Pytorch, Python, Model monitoring, Agentic systems, Scikit-learn, Ai, Statistics, Recommendation systems, versioning

snowflake , Cortex, Tensorflow, Oop, Numpy, Gcp, Pytorch, Pandas, Flask, FastAPI, Rest Apis, Azure, Python, AWS, LangChain, Google Gemini, Semantic Kernel, LangGraph, Mistral, async programming, LlamaIndex, Haystack, Open AI GPT models

Apis, System Design, Microservices, LLM capabilities and limitations, Backend Architecture, Enterprise-scale AI Platforms, AI ML Data Engineering, distributed architectures, Scalable backend systems

Tensorflow, MLops, Pytorch, Azure ML, Functions, Microservices, Python, Azure, Apis, Semantic Kernel, LlamaIndex, AKS, Cognitive Services, CI CD, Weaviate, LangChain, Pinecone, Azure OpenAI GPT-based APIs, Milvus, Hugging Face models, NLP pipelines, vector databases, traditional ML techniques, FAISS, LLM-powered applications, Qdrant

Cloudformation, Sql, Microservices, Tensorflow, Jenkins, Git, Pytorch, Gcp, Terraform, FastAPI, Azure, Kubernetes, Python, AWS, MLflow, TF Serving, vector database management, GitHub Actions, VectorDBs, model quantization techniques, RAG, TorchServe

Java 8, Git, Rest Apis, LangChain, Pinecone, GenAI concepts, LangGraph, Vector Databases, RAG Retrieval-Augmented Generation, Microservices Architecture, FAISS, CI CD pipelines, LLM integrations, Weaviate