Available for opportunities

Hi, I'm Mohammad Ayaz Alam

Data Scientist & AI Engineer

Passionate about leveraging data and AI to solve complex problems. My expertise spans machine learning, generative AI, and full-stack data solutions. I thrive at the intersection of technology and research, delivering impactful insights and innovative solutions.

(+49) 017684051947
alam.ayaz47@gmail.com
Nuremberg, Germany

My Skills

I've cultivated a diverse set of technical skills through both academic studies and professional experience

Generative AI Systems

Agentic AI MCP LangGraph LangChain RAG OpenWebUI Multi-Agent Systems

NLP

Fine-tuning Prompt Engineering Hugging Face Transformers

ML & Analytics

Supervised Learning Unsupervised Learning Feature Engineering Model Evaluation

Programming & Data Science

Python Pandas NumPy Matplotlib Seaborn Scikit-learn PyTorch Jupyter

Web Development & APIs

FastAPI Flask Django RESTful APIs HTML CSS JavaScript Bootstrap Tailwind

Mobile & Backend

Flutter Firebase Node.js Cloud Functions

Databases & Big Data

SQL PostgreSQL Query Optimization Firebase

Data Visualization & BI

Power BI Plotly Dash

DevOps & Tools

Docker Git/GitHub CI/CD Pipelines Linux/Unix

Productivity Tools

MS Excel (Advanced) MS Word MS PowerPoint LaTeX

Work Experience

Professional journey building AI solutions and data-driven systems

Junior Data Scientist (NLP)

Siemens Energy - Master's Thesis

Erlangen, Germany (Hybrid)

Jul 2025 - Present
  • Architected production-ready multi-agent AI framework using LangChain v1/LangGraph with PostgreSQL memory persistence, RESTful API (FastAPI + Swagger UI), and multi-LLM provider support (Azure OpenAI, Anthropic, Ollama) with hot-swapping capability and real-time streaming responses.
  • Implemented MCP server to orchestrate hierarchical multi-agent system with 6+ specialized agents (orchestrator, planner, architect, coder) using role-specific tools and parent-child coordination patterns for complex workflows.
  • Established comprehensive testing infrastructure with 22+ pytest tests covering framework initialization, tool integration, conversation memory, and multi-agent collaboration, ensuring production reliability and maintainability.
  • Applied framework to Siemens Energy's TMS: Developed agentic solution for operator support automating log trace analysis, incident report generation, automated fix plan recommendations (config diffs, restart/rollback procedures), and email notifications for proactive system maintenance.
  • Built NLP components (retrieval, summarization, entity extraction) with extensible tool registry (9+ capabilities: file operations, notifications, database queries) over TMS knowledge bases, enabling intelligent operator copilots for faster incident resolution and reduced downtime.

Machine Learning Researcher / Research Assistant

Institute for Employment Research

Nuremberg, Germany

Nov 2024 - Present
  • Applied ML techniques (XGBoost, Random Forest, SVM, PU learning: Elkan & Noto, Two-Step Strategy, Bagging) to forecast labor market trends and analyze job suitability patterns.
  • Built scalable data pipelines for preprocessing and feature engineering on 90M+ records, optimizing for efficient data processing and management.
  • Developed predictive models to rank job offers and aid caseworkers in pre-selecting opportunities, addressing class imbalances through weight estimation to improve model robustness.
  • Conducted comprehensive data analysis, visualization, and EDA to extract key labor market insights and deliver findings through reports and stakeholder presentations.
  • Contributed to research paper writing, proofreading, and technical documentation for academic publications.

Data Consultant Intern

BASF

Ludwigshafen am Rhein, Germany

Apr 2025 - Jul 2025
  • Supported internal clients across business units by building and integrating Generative AI tools into daily workflows.
  • Developed a Data Validation AI Agent to analyze structured datasets, generate validation reports, compute quality scores, and run custom validation tests.
  • Led the end-to-end event app for Inhouse Consulting (submissions, voting, UI, analytics and access controls).
  • Contributed to internal project management tools to streamline team operations and task tracking.

Business Development Intern

Shape AI

Delhi, India

Mar 2021 - Oct 2021
  • Performed data analysis using Power BI, extracting actionable insights from sales data to drive business decisions.
  • Developed dashboards and visualizations to clearly communicate key metrics across the organization.
  • Designed a data-backed course structure for the winter training program, boosting engagement and enrollment.
  • Contributed to a marketing project by analyzing target audience behavior, improving course promotion strategies.

Web Developer Intern

Hoda Engineering Works

Delhi, India

Sept 2020 - Jan 2021
  • Built responsive websites using HTML, CSS, Bootstrap, and JavaScript, ensuring performance and cross-browser support.
  • Performed testing and debugging on various devices, improving user experience and accessibility.
  • Optimized JavaScript and CSS for faster load times, boosting website interactivity and performance.
  • Adopted modern web frameworks and best practices, driving continuous improvements in development processes.

Featured Projects

My hands-on projects that demonstrate practical applications of my skills

Multi Agent Project Generator

AI/Multi-Agent

Autonomous AI project builder using LangGraph and Google Gemini AI that generates complete, production-ready projects from natural language prompts.

LangGraph Gemini AI Pydantic

Key Features

  • Planner–Architect–Coder agent hierarchy
  • Structured planning & architecture design
  • Sandboxed file operations
  • Multiple tech stacks support
View Project

Ilmora - Your Private Thinking Machine

Mobile AI

Production-ready Flutter app for running quantized LLMs entirely on-device with zero server costs, complete privacy, and offline-first architecture.

Flutter llama.cpp GGUF On-Device

Key Features

  • 100% on-device inference with persistent memory
  • Multi-template support (LLaMA, Mistral, Phi, Gemma)
  • Intelligent coherence checking with auto-retry
  • Quality badges for model quantization levels
View Project

Fine-Tuned GPT-2 Poetry Generator

NLP/RL

Fine-tuned GPT-2 (124M) on Gutenberg poetry corpus with Reinforcement Learning for improved stylistic quality and coherence.

GPT-2 RL Poetry

Key Features

  • Custom reward functions (rhyme, coherence)
  • Policy-gradient methods
  • 3600+ downloads on Hugging Face Hub
View Project

RAG Chatbot for Chat Tone Emulation

RAG/NLP

RAG chatbot with Python, Streamlit, and Gemini API for personalized conversation emulation with FAISS and LangChain.

RAG FAISS Streamlit

Key Features

  • Efficient similarity search with FAISS
  • Persona-based response system
  • Real-time chat & multi-session support
View Project

Spento - AI Expense Tracker

Web App

AI-Powered expense tracking web app with Gemini API for automated receipt analysis and categorization.

Gemini API Firebase Tailwind

Key Features

  • Automated receipt analysis
  • Firebase Authentication & Firestore
  • Real-time expense dashboards
View Project

Audio to Text Transcription App

AI/Speech

Streamlit-based application to transcribe audio files into text, supporting multiple languages.

Streamlit Transcription

Key Features

  • Multi-language support
  • Accurate transcription
  • User-friendly interface
View Project

Biller

Full-Stack

Full-stack expense management system with Gemini AI for OCR-based receipt processing.

Streamlit Supabase PostgreSQL Plotly

Key Features

  • OCR-based receipt processing
  • Secure authentication with Supabase
  • Interactive analytics dashboard
View Project

Be-Healthier

Web App

A web-based health and fitness tracker built with Streamlit.

Health Fitness

Key Features

  • Health monitoring
  • Fitness tracking
  • User dashboard
View Project

WhatsApp Chat Analytics Platform

Analytics

Analyzes WhatsApp chat data with interactive visualizations.

Visualization Data

Key Features

  • Interactive charts
  • Chat data analysis
  • Data export
View Project

Food Locha

AI

An AI-powered app that analyzes meal images, calculates calorie details, and provides nutritional insights.

Nutrition Image Analysis

Key Features

  • Meal image analysis
  • Calorie calculation
  • Nutritional insights
View Project

AI-Powered Image-to-Story Generator

AI/Creative

Converts images into short stories using Gemini AI and gTTS.

Image Story

Key Features

  • Image-to-text conversion
  • Story generation
  • Gemini AI integration
View Project

Gemini ATS Resume Improvement Tool

AI/ATS

AI-powered app to evaluate resumes and generate cover letters based on job descriptions.

Resume ATS

Key Features

  • Resume evaluation
  • Cover letter generation
  • Job description matching
View Project

Interactive RAG-Based QA System

RAG/QA

A RAG system to analyze lecture slides with LlamaIndex and Llama-2-7b-chat-hf.

Q&A LlamaIndex

Key Features

  • Slide analysis
  • Interactive Q&A
  • LlamaIndex integration
View Project

Email/SMS Spam Classifier

NLP

ML model for classifying messages as spam or ham using NLP techniques.

NLP Classifier

Key Features

  • Spam detection
  • NLP-based classification
  • High accuracy
View Project

Emotion Detection System

CNN/Deep Learning

CNN-based system to classify facial expressions into seven emotions with TensorFlow and Keras.

TensorFlow Keras

Key Features

  • Facial expression classification
  • Real-time detection
  • Seven emotion categories
View Project

Live Translator

Mobile/AI

Real-time speech-to-text translation app with Flutter featuring streaming translations via Gemini AI or Google Translate.

Flutter Gemini AI Speech Recognition

Key Features

  • Real-time speech recognition (20+ languages)
  • Dual translation engines (Gemini/Google)
  • Smart conversation view with history
  • Material 3 Design with dark/light themes
View Project

StudySync

Web App

Collaborative study application with real-time Pomodoro sessions, integrated chat, and cloud-synced notes.

JavaScript Firebase Real-time

Key Features

  • Collaborative study sessions with room codes
  • Synchronized Pomodoro timer across devices
  • Real-time chat with notifications
  • Focus mode and cloud-synced notes
View Project

Halal Food Checker

Mobile/AI

AI-powered Flutter app that analyzes food ingredients using image recognition to determine Halal compliance.

Flutter Gemini AI Firebase

Key Features

  • AI-powered ingredient analysis (Gemini 2.5)
  • HALAL/HARAM/MUSHBOOH classification
  • Confidence meter (0-100%)
  • Islamic duas carousel integration
View Project

Time Capsule Messages

Web App

Secure time-delayed messaging app built with Flask allowing encrypted messages to be released at scheduled times.

Flask SQLAlchemy AES Encryption

Key Features

  • User authentication with Flask-Login
  • AES encrypted messages with custom salt
  • Time-delayed release with countdown timer
  • Message logging and audit trail
View Project

Data Quality Assessment Tool

Data Science

AI-powered data validation tool with Streamlit and Gemini 2.5 Flash for comprehensive quality assessment and reporting.

Streamlit Gemini AI Pandas

Key Features

  • Multi-format support (CSV, JSON, Excel)
  • 5 validation categories with AI insights
  • Real-time quality scoring & charts
  • Professional PDF report generation
View Project

LinkedIn-Style Post Generator

Design/API

A comprehensive Python library for creating branded social media posts with professional designs, gradients, patterns, and effects. Includes CLI tool, REST API, and batch generation capabilities.

Python Pillow FastAPI Streamlit

Key Features

  • 10+ professional templates with 12 color schemes
  • Multiple formats (Square, Story, LinkedIn Banner)
  • Advanced effects (Gradients, Patterns, Vignette)
  • CLI, REST API & Batch generation from CSV/JSON
View Project

Culinary AI

Mobile/AI

Smart Flutter kitchen assistant that analyzes fridge contents using Gemini AI, suggests recipes based on available ingredients with dietary filters, and provides voice-guided cooking instructions.

Flutter Gemini AI TTS Speech-to-Text

Key Features

  • Image-based ingredient recognition from fridge photos
  • Recipe suggestions with dietary filters (Vegan, Keto, etc.)
  • Step-by-step cooking guide with voice commands
  • Smart shopping list & TTS audio instructions
View Project

My Education

M.Sc. Data Science

Friedrich-Alexander-Universität Erlangen-Nürnberg

Oct 2022 - Present

Erlangen, Germany

Courses: Business Analytics, ML Time Series, ML in Finance, Mathematics of Learning, Linked Data

Bachelors of Computer Applications

Guru Gobind Singh Indraprastha University

Aug 2018 - Sept 2021

Delhi, India

Courses: OOPs, Network Security, DBMS, Web Technologies, Data Warehousing and Data Mining

My Certificates

AI Agents Fundamentals

Huggingface - Agents fundamentals, Tools and Action, Agents Workflow

View Certification

Full Stack Data Analytics

iNeuron.ai - Python, SQL, Snowflake, PowerBI

View Certification

Deep Learning Foundation

iNeuron.ai - Neural Network, Backpropagation, CNN

View Certification

Intro to Machine Learning

Kaggle - Model Validation, Random Forest

View Certification

NLP Foundation

iNeuron.ai - Completed February 2023

View Certification

ChatGPT Prompt Engineering

DeepLearning.ai - Developer-focused strategies

View Certification

Responsive Web Design

freeCodeCamp - Web development fundamentals

View Certification

Python Basic

Hackerrank - Core Python concepts

View Certification

Data Analysis with Python

freeCodeCamp - Numpy, Pandas, Data Cleaning

View Certification

Automate Boring Stuff with Python

Udemy - Practical Python automation

View Certification

Languages

English

Professional Proficiency

German

Intermediate Proficiency

Hindi & Urdu

Native Proficiency

Get In Touch

Feel free to reach out for collaborations, job opportunities, or just to say hi!

Contact Information

Phone

(+49) 017684051947

Email

alam.ayaz47@gmail.com

Location

Nuremberg, Germany

Connect

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