A promising notebook never makes it to production
03 / Services / AI / ML
Data Science & Machine LearningModels that earn their place.
Explore a spectrum of services designed to meet your unique requirements. From software development to data science and beyond, we provide bespoke solutions for your every project need.
01 / The problem
What usuallygets in the way.
Frame the prediction problem properly, build a baseline, and ship a model only when it clearly beats simpler options.
It is unclear whether the model beats a simple rule
Predictions drift and nobody measures it
02 / What I build
Capabilitiesin this service.
01ML Model Development
Develop machine learning models for forecasting, classification, and clustering.My solutions are tailored to your business needs, ensuring accurate predictions and scalable deployment in real-world environments.
02BI Dashboards
Create interactive dashboards with Power BI, Looker, and Streamlit for clear, actionable insights. These tools help stakeholders monitor KPIs, track trends, and make data-driven decisions in real time.
- Problem framing, baseline and evaluation plan
- A trained, versioned model with honest metrics
- An API or batch job ready for deployment
03 / How it works
From data to a monitored model
A typical architecture for this kind of work. Scroll to follow the flow, or hover a stage for detail.
Data
Labelled examples with known gaps and biases.
Features
Reproducible transformations shared by training and serving.
Training
Tracked experiments against a simple baseline.
Evaluation
Metrics that match the business cost of mistakes.
Serving
An API or batch job with versioned artefacts.
Monitoring
Drift and quality checks with retraining triggers.
04 / In depth
The details.
I Support Your Data-driven Growth With Expert Solutions
From raw data to AI-powered decisions, I help businesses implement end-to-end machine learning workflows, analytics dashboards, and automation pipelines.
My Expertise in Data & AI Industry
I specialize in delivering custom AI, data analytics, and workflow automation solutions for clients across healthcare, legal tech, e-commerce, and more.
📊 ETL & Data Pipelines🧠 Machine Learning Models🗣 NLP & Chatbots🌐 API Integration & Webhooks🧮 Business Intelligence & Dashboards🔁 MLOps & Model Deployment
Data Engineering & Pipelines
Design and build scalable ETL pipelines using Python, Spark, and SQL.I help automate data ingestion, transformation, and storage to ensure reliable, high-quality datasets for downstream analytics and ML tasks.
NLP Applications
Build intelligent NLP tools like chatbots, summarizers, and entity extraction systems.I use advanced language models to process and understand human language, making your applications smarter and more conversational.
AI Workflow Automation
Automate complex business processes using n8n, Zapier, and LangChain-integrated AI agents.I help connect your systems and services to run intelligent workflows with minimal manual intervention.
LLM Integration
Integrate advanced language models like OpenAI, Claude, and RAG systems with vector databases like Pinecone.These solutions enable semantic search, question answering, and context-aware conversations tailored to your data.
My Expertise in Data & AI Industry
From raw data to AI-powered decisions - I help businesses implement end-to-end machine learning workflows, analytics dashboards, and automation pipelines.
Hire MeRemote Data & AI Solutions
I’m a freelance Data Science and ML Engineer with 7+ years of experience transforming data into actionable insights. I specialize in building intelligent solutions, custom ML models, and scalable pipelines for startups and SMEs worldwide.
- United States (Remote Projects)
- Germany (AI Consultancy)
- EUROPE (Remote Projects)
- Remote - Available Worldwide
You Can find me here
As an independent Data & AI Engineer, I help companies unlock the full potential of their data. From predictive analytics to workflow automation, I offer strategic and technical support that drives real impact.
Book Free Consultation View Portfolio05 / Tech stack
Tools I usefor this work.
- Python
- scikit-learn
- PyTorch
- TensorFlow
- XGBoost
- FastAPI
More in AI / ML
06 / Related work
Proof,not promises.
Open source
MovieMateTF-IDF & Cosine Similarity Movie Recommender
Content-Based Recommendation System with TF-IDF & Cosine Similarity Machine Learning | Streamlit | TMDB API Integration
- Streamlit
- Angular
- TMDB API
- TF-IDF
- +2
Bird Disease Classification (MLOps)
Built an end-to-end deep learning MLOps pipeline for bird disease classification using TensorFlow/Keras, PyTorch, OpenCV for image processing, FastAPI for model serving, and Docker for containerization. Implemented automated training pipelines, model versioning, and deployment workflows.
U.S. Visa Approval Prediction (MLOps)
Developed a complete MLOps pipeline for visa approval prediction using Python, FastAPI, Docker, AWS (EC2, ECR, S3), XGBoost, and CatBoost. Implemented automated model training, versioning, deployment, and monitoring with CI/CD integration for production-grade machine learning.
Uber Data Analytics Pipeline
Built a robust time-series forecasting solution with over 90% accuracy using Python and statistical modeling.It enabled a growing online retailer to better manage inventory, reduce overstock, and forecast seasonal demand shifts.
CareSage - RAG Medical Chatbot
Developed an intelligent medical chatbot using Retrieval-Augmented Generation (RAG) with Flask, LangChain, Pinecone vector database, OpenAI embeddings, and sentence-transformers. The system processes medical PDFs using PyPDF to provide accurate, context-aware responses for healthcare queries with citation support.
n8n Workflow Automation
Built 8 comprehensive automation workflows using n8n platform integrated with Retell AI, GoHighLevel, Twilio, OpenAI GPT-4, and PostgreSQL. Projects included AI Voice Agent for customer service, Multi-Channel Communication Hub, Lead Qualification System, CRM Sync Automation, Content Generation Pipeline, Customer Onboarding Workflow, Voice-Based Appointment Scheduler, and BI Reporting Dashboard.
AI / ML
Need Data Science & Machine Learning?Let’s scope it together.
Tell me about the goal, the data and the constraints. I’ll reply with questions and a practical first step.