AI & Cloud
Engineering Excellence
Building enterprise-grade AI systems, big data solutions, and cloud infrastructure
About Me
Building AI Systems That Actually Work
I'm a software engineer with 4+ years building AI systems, data pipelines, and cloud infrastructure that runs in production, not just in demos. Most of my work involves building RAG systems with AWS Bedrock and Azure OpenAI, wrangling TB-scale datasets with PySpark and Airflow, and setting up infrastructure that doesn't break at 3 AM.
I focus on shipping systems that solve real problems. Whether it's building a RAG application from scratch, migrating legacy ETL jobs to Airflow, or architecting event-driven data platforms, I take ownership and see it through. My work has processed millions of documents, handled thousands of events per second, and kept systems running at 99.9% uptime.
My Services
Enterprise AI & Intelligent Search
Deploy Retrieval-Augmented Generation (RAG) systems to unlock knowledge from your documents. Reduce search time by 80%, automate Q&A workflows, and give teams instant access to technical documentation with AI-powered semantic search.
Big Data Analytics & BI
Turn massive datasets into actionable insights with real-time analytics. Build Customer Lifetime Value (CLV) models, supply chain dashboards, and event-driven data platforms. Reduce report generation from hours to minutes.
Cloud Migration & Modernization
Migrate legacy systems to AWS/Azure with zero downtime. Build event-driven, serverless architectures that scale automatically and reduce infrastructure costs by 40%. Infrastructure-as-Code (IaC) with Terraform for repeatable deployments.
ETL/ELT Pipeline Modernization
Modernize data pipelines with Apache Airflow and PySpark. Reduce pipeline failures by 90%, cut batch processing time by 5x, and enable real-time data processing for faster business decisions.
My Portfolio
AWS Bedrock Document Chat
Intelligent document Q&A system using AWS Bedrock RAG with real-time streaming and vector search
- ✓Real-time word-by-word streaming responses
- ✓Vector-based semantic search with OpenSearch
- ✓Inline citations linking to source documents
- ✓Multi-format support (PDF, DOCX, TXT)
Customer Analytics Platform
Backend analytics platform with PySpark for streaming and batch customer data processing
- ✓Real-time event processing with windowed aggregations
- ✓Customer Lifetime Value prediction models
- ✓Realistic event generation with Faker
- ✓AWS deployment with EMR and Terraform
Enterprise AI Document Search
RAG-based search system for managing and querying millions of technical documents
- ✓99.9% uptime with distributed architecture
- ✓Processed millions of documents
- ✓Automated ingestion pipelines
- ✓80% reduction in manual document processing
PDLC Knowledge Base RAG
AI-powered knowledge base syncing JIRA tickets and Confluence docs for instant team access
- ✓Led architecture and implementation
- ✓Real-time JIRA/Confluence API sync
- ✓Cross-account secure data access with IAM
- ✓Automated sync every 15 minutes
Content Lake Platform
Event-driven platform aggregating content from 15+ sources into a unified repository
- ✓Event-driven architecture with EventBridge
- ✓Automated metadata extraction and enrichment
- ✓PoolParty semantic tagging integration
- ✓Multi-source data ingestion workflows
Supply Chain Data Platform
Migrated legacy supply chain ETL pipelines to Airflow with 5x performance improvement
- ✓Migrated legacy scripts to Airflow DAGs
- ✓Parallel execution (5x faster processing)
- ✓Real-time validation and CloudWatch alerting
- ✓Reduced failures by 90%, 6hr → 1hr runtime
YouTube Summarizer
AI-powered tool to extract YouTube transcripts and generate intelligent summaries using GPT
- ✓Extract transcripts from any YouTube video
- ✓Generate AI-powered summaries with GPT
- ✓CLI and Streamlit web interface
- ✓Multiple output formats (JSON, Markdown, Text)
OpenCV Image Processing Suite
Collection of computer vision tasks demonstrating image processing fundamentals with OpenCV
- ✓Image filtering and transformation operations
- ✓Edge detection and contour analysis
- ✓Morphological operations
- ✓Real-world CV problem solving
Let's Connect
Get in Touch
I'm building my freelance practice after 4+ years in enterprise AI and data engineering. If you need production-quality work without agency overhead, let's talk.
Starting out in freelancing means I'm more flexible on rates and deeply invested in your project's success.
Website
jvbyte.comAvailability
Accepting new projects (2-12 weeks)
Response Time
Usually within 24 hours
Connect with me