Scientific Research
Advancing AI foundations through ethical inquiry, signal processing, and rigorous methodology.
AI & Machine Learning
Transparent and interpretable models designed for high-stakes decision-making and fairness.
- Fundamentals of Artificial Intelligence (AI)
- Explainable AI (XAI)
- Responsible AI
- AI Governance, Bias Awareness & Fairness
- Fundamentals of Machine Learning (ML)
- ML Algorithms & Optimization
- Applied ML & Model Explanation
Health Informatics
Combining biosignal processing (EEG/ECG/PPG) with ML for clinical decision support.
- Time-series Analytics
- Clinical Decision (Support) Systems
- ECG & Heart Disorder Anomaly Detection
- EEG Brain Disorder Detection (Epilepsy, MDD, Alzheimer's)
- Hybrid Biosignal Analysis: EEG, ECG, Hypnogram
- Medical Image Processing: MRI, FMRI
Deep Learning & GenAI
Modern generative models and RAG pipelines for content synthesis and data insights.
- DNN, CNN, and RNN Architectures
- Encoder, Decoder & Attention Mechanisms
- Transformer Models & NLP
- Generative Pre-trained Transformer (GPT)
- Generative AI Pipelines
- Vector Databases & Embedding
- Retrieval Augmented Generation (RAG)
Agentic AI (AgAI)
Designing multi-agent systems that plan, reason, and execute complex autonomous tasks.
- System Automation
- Task Planning Agents & Agentic Pipelines
- Multi-Agent Orchestration
- Agentic Tools & Functions
- Model Context Protocol (MCP)
- Context Management
Security
Focusing on robust evaluation, reliable research protocols, and secure AI deployments.
- Robustness Testing
- Cryptography & Steganography
- Privacy-Preserving Learning
- Federated Learning
- Agentic & MCP Security
Education & Training
Bridging the knowledge gap through academic mentorship and hands-on technical labs.
Specialized Courses
Custom-built technical modules for AI/ML, from foundations to advanced deployment.
- Python for Data Science & ML
- Data Engineering Foundations
- Deep Learning Intensive Workshops
- GenAI & Agentic System Design
- Cloud AI Deployment (MLOps)
1-to-1 Sessions
Direct academic mentorship and technical guidance for PGR students and researchers.
- Academic Guidance & Research Design
- Thesis & Paper Technical Review
- Implementation Assistance (Python/PyTorch)
- Experimental Evaluation Support
- Research Methodology Mentorship
Internship Programs
Hands-on project experience within the HumachLab ecosystem for aspiring developers.
- Applied R&D Methodology
- Collaborative Software Engineering
- Live Project Exposure
- Mentored Technical Contribution
- Professional Workflow Training
Production Development
Transforming complex research into scalable, production-ready software and business tools.
AI Business Solutions
Custom intelligent automation and predictive analytics to drive business growth.
- Business Intelligent (BI) Pipelines
- Workflow Automation & Optimization
- Predictive Analytics Platforms
- Custom Dashboard & Insights
- AI Integration for Legacy Systems
Web Development
Full-stack, semi-dynamic, and scalable web platforms using modern tech stacks.
- Custom Web Application (React/Python)
- API Architecture & Design (REST/gRPC)
- Responsive Front-end Development
- Database Management & Optimization
- Scalable Backend Infrastructure (Rust)
Mobile Applications
Developing native and cross-platform mobile experiences for iOS and Android.
- iOS (Apple) Application Development
- Android Native App Solutions
- Cross-Platform App Development
- Mobile UI/UX Design
- App Store & Play Store Deployment
Image Editing
High-precision data preparation and image processing for large-scale datasets.
- Precision Background Removal
- Advanced Clipping Path Services
- Professional Image Retouching
- Dataset Pre-processing for Vision AI
- High-fidelity Color Correction