28.10.2026 aktualisiert
RK
100 % verfügbar
Senior AI/ML Solution Architect | GenAI, LLM, RAG, Agents | Python, AWS Bedrock, Kafka, Kubernetes
Mainz, Deutschland
Weltweit
Master of Computer Applications (MCA)Über mich
Hands-on AI/ML solution architect, 13+ years in Python, data platforms and cloud. I design and ship production GenAI on AWS: RAG, GraphRAG and LLM agents with evaluation, guardrails and observability, plus Kafka/Flink streaming and ML pipelines. Remote or on-site Rhein-Main.
Skills
AI AgentsRAGServerlessLLMBedrockMLOpsSageMakerLangChainJavaAPIsKünstliche IntelligenzAmazon Web ServicesAmazon S3Big DataCloud Computing
Generative AI / LLM Engineering
- Solution architecture for production GenAI: RAG, GraphRAG, agentic workflows (ReAct, Plan-and-Execute, Reflexion), tool use, MCP servers
- AWS Bedrock (Claude, Titan Embeddings), LangChain, prompt engineering, LLM evaluation (DeepEval / Confident AI), guardrails (Bedrock Guardrails, Guardrails AI), LLM gateway & observability (Portkey), cost and latency optimisation
- Vector search and knowledge graphs: OpenSearch k-NN / HNSW, pgvector, embedding pipelines, Neo4j
Machine Learning & MLOps
- PyTorch, XGBoost, scikit-learn, Pandas, NumPy, feature engineering, classification, churn prediction, predictive maintenance, time-series analysis, model serving, SageMaker
Data Engineering & Streaming
- Apache Kafka, Apache Flink, PySpark, batch and real-time ETL, event-driven architecture, time-series data, 10M+ events/day at sub-second latency, billions of records per day
Cloud, DevOps & Platform
- AWS: Lambda, API Gateway, Bedrock, OpenSearch, DynamoDB, Aurora PostgreSQL, S3, CloudFront, EKS, IVS live streaming, SageMaker
- Serverless, AWS CDK, Terraform, Docker, Kubernetes, CI/CD (GitHub Actions, Bitbucket Pipelines), Prometheus, Grafana, ELK
Backend & APIs
- Python (FastAPI), TypeScript / Node.js, Java, React, REST APIs, microservices
- PostgreSQL, DynamoDB, Cassandra, Neo4j, OpenSearch
Industries: media / OTT and live streaming, retail and finance, agriculture, industrial IoT, automotive (connected car), telecom
Languages: English (fluent), German (basic), Hindi (native)
Erfahrung
Berufserfahrungmehr als 10 Jahre
Freelancer seit2019
Sprachen
DeutschGrundkenntnisseEnglischverhandlungssicherHindiMuttersprache
Projekthistorie
- Syngenta – GraphRAG for social listening: Neo4j knowledge graph + LLM retrieval on AWS Bedrock (Claude) for brand context, sentiment and trend analysis
- Syngenta – customer churn prediction: feature engineering, XGBoost / PyTorch models, real-time FastAPI prediction APIs, serverless batch and event-driven inference
- Media / OTT platform – conversational AI: RAG chat on Bedrock, OpenSearch vector store (Titan embeddings), DynamoDB conversation history, live streaming on AWS IVS
- ABB – predictive maintenance: fault detection on industrial sensor data, training / evaluation pipelines and MLOps deployment
- Smart Cars – connected-car streaming: Kafka + Flink telemetry pipelines, 10M+ events/day at sub-second latency, feature pipelines for ML
- Across projects: LLM evaluation (DeepEval), guardrails, LLM gateway & observability (Portkey), Prometheus / Grafana / ELK monitoring
Tech: Python, AWS Bedrock, LangChain, OpenSearch, Neo4j, PyTorch, XGBoost, FastAPI, Kafka, Flink, PySpark, AWS Lambda, EKS, Docker, Terraform
- Multi-tenant integration platform serving 100+ business applications, processing billions of financial records per day
- Distributed time-series database infrastructure storing petabytes of financial data with low-latency queries
- High-performance integration services across Kafka, REST APIs and Cassandra with multi-threaded processing and custom sharding
- Docker / Kubernetes CI/CD: 70% faster deployments with zero-downtime releases; validation, monitoring and audit workflows
Tech: Java, Apache Kafka, Cassandra, REST APIs, Docker, Kubernetes, CI/CD
- Network provisioning and inventory-management systems for distributed telecom equipment
- REST APIs and backend services focused on reliability, performance and integration readiness
Tech: Java, REST APIs, backend services