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aks861999/README.md

πŸ‘‹ Hi, I'm Akash Biswas

Azure Certified AI Engineer | RAG & LLM Specialist | German A2 Learner πŸ‡©πŸ‡ͺ

Azure AI Fundamentals LinkedIn Email

πŸ“ Berlin, Germany | πŸŽ“ Master's in Data Science | 🌐 A2.1 German Speaker


πŸš€ About Me

I'm a job-ready AI Engineer specializing in Retrieval Augmented Generation (RAG), Large Language Models, and Agentic AI systems. Currently pursuing my Master's in Data Science at Berliner Hochschule fΓΌr Technik (BHT) while working as an AI Engineer at Fraunhofer FOKUS.

With 3.5+ years of production-grade AI development and hands-on experience building enterprise RAG systems, I bring proven expertise in reducing hallucinations by 68%, improving retrieval precision, and deploying scalable AI solutions with Docker and CI/CD pipelines.

🎯 What makes me job-ready:

  • βœ… Production experience with enterprise RAG systems at Fraunhofer FOKUS
  • βœ… Microsoft Azure AI Certified (AI-900) - June 2025
  • βœ… Proven track record with excellent employment references
  • βœ… Strong German language skills (A2.1 level, actively learning)
  • βœ… Full-stack AI development: from research to deployment

πŸ† Certifications & References

πŸŽ–οΈ Microsoft Certified: Azure AI Fundamentals

Credential ID: 67AE398BAA2349A8
Earned: June 2025 | Certification #: 1BAG3B-B2129D

View Certificate


πŸ“„ Employment Reference - Jostec Systems GmbH

Position: Software Developer (Working Student) | Period: June - November 2023

"Akash has consistently demonstrated technical expertise and a high level of commitment... He excelled at problem solving and had a keen eye for detail... His coding skills and innovative approach greatly benefited our projects."
β€” Christoph Jobst, Jostec Systems GmbH

πŸ“Ž View Full Reference Certificate


πŸ’Ό Current Role & Experience

πŸ”¬ AI Engineer - Fraunhofer FOKUS (Aug 2024 - Present)

🎯 Enterprise RAG with Small-to-Big Retrieval & Hybrid Search

  • Reduced hallucinations by 68% (38%β†’12%) using parent-child chunking with Docling HybridChunker
  • Improved recall by 12% and precision by 8% with hybrid search (dense + BM25 sparse retrieval)
  • Built evaluation framework with DeepEval: 0.82 answer relevancy, 0.88 faithfulness
  • Integrated GitLab CI/CD with 7 quality gates, 88% pass rate, P95 latency <3.2s

πŸ—£οΈ German Political Discourse Analysis with GottBERT

  • Processed 193K speeches and 58 manifestos for semantic evolution analysis
  • Developed two-stage neighbor extraction with temporal semantic visualization
  • Deployed production tool: semantische-analysen.oeffentliche-it.de

Tech Stack: Docling, Qdrant, LlamaIndex, Docker, CI/CD, BERT, Transformers, Python


πŸ› οΈ Technical Skills

AI & Machine Learning

Python RAG LangChain LangGraph PyTorch Scikit-Learn

LLM & Vector Databases

OpenAI Gemini Qdrant Pinecone

Cloud & DevOps

Azure GCP Docker GitLab CI Git

Frameworks & Tools

FastAPI Pandas NumPy SQL


🎯 Featured Projects

πŸŽ₯ Watch Demo | Tech: GCP, Document AI, BigQuery, Vector Search, Vertex AI

  • Built end-to-end RAG processing non-searchable PDF invoices with 95%+ field accuracy
  • Implemented semantic search with 768-dimensional embeddings and 512-token chunking
  • Deployed Vector Search index with top-3 cosine similarity retrieval

2️⃣ Enterprise RAG with Small-to-Big Retrieval (Fraunhofer FOKUS)

Tech: Docling, Qdrant, LlamaIndex, Docker, CI/CD

  • Parent-child chunking architecture reducing hallucinations by 68%
  • Hybrid search (85% semantic + 15% keyword) improving recall by 12%
  • Production deployment with automated quality gates and regression tests

Tech: GottBERT, Transformers, PCA/UMAP, Plotly, Dash

  • Processed 193K speeches with extended GottBERT vocabulary (+350 tokens)
  • Multi-GPU inference with hierarchical caching and temporal visualization
  • Deployed public tool with 143K data points


πŸŽ“ Education

🏫 Berliner Hochschule für Technik (BHT) | Oct 2023 - Present
Master's in Data Science | Berlin, Germany
Specialization: Statistics, Machine Learning, Deep Learning, NLP, Text Mining

🏫 Maulana Abul Kalam Azad University of Technology | 2017 - 2021
Bachelor of Technology | India

πŸ‡©πŸ‡ͺ Deutsch Intensivkurs A2.1 | Jan 2026 - Feb 2026
FΓΆrde-vhs, Kiel | Course: Schritte Plus Neu 3


πŸ’‘ Core Competencies

skills = {
    "AI_Engineering": ["RAG Systems", "LLM Fine-tuning", "Agentic AI", "Prompt Engineering"],
    "Machine_Learning": ["Supervised Learning", "Time Series", "NLP", "Ensemble Methods"],
    "Development": ["Clean Code", "OOP", "CI/CD", "Docker", "FastAPI", "MLOps"],
    "Data_Stack": ["Pandas", "NumPy", "SQL", "PostgreSQL", "BigQuery"],
    "Vector_DBs": ["Qdrant", "Pinecone", "Chroma", "FAISS"],
    "Cloud": ["Azure", "GCP", "Docker", "Kubernetes"],
    "Languages": ["Python (Expert)", "SQL (Advanced)", "German (A2.1)", "English (Fluent)"]
}

πŸ“« Let's Connect!

I'm actively seeking AI Engineer, ML Engineer, or RAG/LLM Specialist roles in Germany. If you're looking for a proven, job-ready professional with production experience and Azure certification, let's talk!

LinkedIn Email GitHub

πŸ“ Location: Berlin, Germany
🌐 Available for: Full-time, Working Student, Internship positions


⚑ Fun Fact

Currently building production RAG systems by day, learning German by evening! πŸ‡©πŸ‡ͺ

Profile Views

πŸ’Ό Open to work β€’ 🎯 Job-ready β€’ βœ… Azure Certified β€’ πŸ‡©πŸ‡ͺ German A2.1

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