AI Solutions Portfolio

$ ai_solutions --list

Core AI Capabilities

Machine Learning Solutions

$ cat ml_solutions/README.md
- Predictive Analytics - Recommendation Systems - Anomaly Detection - Time Series Forecasting - Classification Models

Natural Language Processing

$ cat nlp_solutions/README.md
- Sentiment Analysis - Text Classification - Named Entity Recognition - Machine Translation - Chatbot Development - Generative AI Solutions ▸ GPT-4/GPT-3.5 Fine-tuning ▸ RAG Systems with LangChain ▸ Custom LLM Integration ▸ AI Content Generation

Computer Vision

$ cat cv_solutions/README.md
- Object Detection - Image Classification - Facial Recognition - OCR (Optical Character Recognition) - Video Analytics

Solution Architecture

$ architecture --show

End-to-End AI Pipeline

  1. Data Collection & Preparation
  2. Feature Engineering
  3. Model Development
  4. Model Training & Optimization
  5. Model Deployment
  6. Monitoring & Maintenance

Advanced Architectures

$ advanced_arch --list
▸ RAG Systems
- Pinecone/Weaviate Vector DBs - LangChain Orchestration - Custom Knowledge Integration

▸ AI Chatbots
- Rasa Framework - GPT-3.5-turbo Integration - Multi-turn Dialog Management

Technology Stack

$ tech_stack --list

Frameworks

  • TensorFlow
  • PyTorch
  • Scikit-learn
  • Keras
  • Hugging Face
  • FastAPI/Flask for API Development

Deployment

  • Docker
  • Kubernetes
  • AWS SageMaker
  • Google AI Platform
  • Azure ML
  • Streamlit for Data Apps

Case Studies

$ case_studies --show

Financial Risk Analysis

▸ Client: Fintech Startup
▸ Solution: AI-powered risk assessment chatbot
▸ Tech: FastAPI + GPT-4 + LangChain
▸ Impact: 30% faster risk evaluation

Regulatory Compliance

▸ Client: Medical Data Company
▸ Solution: Automated GDPR workflow system
▸ Tech: Flask + Python Automation
▸ Impact: 40% reduction in manual effort

Logistics Analytics

▸ Client: Logistics Platform
▸ Solution: Real-time data dashboard
▸ Tech: Streamlit + ETL Pipelines
▸ Impact: Centralized 15+ data sources