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TAM-DS/README.md

Tracy Manning

Production MLOps Engineer | Linux-Native ML Infrastructure | Austin, TX

I architect production ML systems that deploy reliably, scale efficiently, and run cost-effectively on Linux. Your models work in notebooks. I make them work at enterprise scale—where latency, cost, and uptime actually matter. RAG Pipelines • Databricks • Multi-Cloud (AWS | GCP | Azure) • Kubernetes • Terraform

I love to work. Give me a production deployment challenge at 6pm on Friday, and I'm excited, not annoyed. I build systems that solve real problems—the kind that let your team sleep through the night instead of fighting fires at 2am.

Core Expertise

MLOps & Production Systems

  • Production RAG deployment with vector databases
  • Databricks ML workflows at scale
  • Model serving infrastructure (real-time & batch)
  • CI/CD for ML systems on Linux
  • Monitoring, observability, and reliability engineering

Multi-Cloud Infrastructure

  • AWS Solutions Architect Professional | Advanced Networking
  • GCP Professional Cloud Architect
  • Azure AI Engineer Associate
  • Infrastructure as Code (Terraform, Kubernetes, Docker)
  • Cost optimization and resource management

Data Engineering

  • Petabyte-scale pipelines with medallion architecture (bronze → silver → gold)
  • Real-time streaming (Spark, Kafka)
  • Vector databases for production RAG (QDrant, Weaviate, Milvus)
  • ANSI SQL across all major platforms

ML Frameworks & Tools

  • PyTorch, TensorFlow, Spark ML
  • LangChain, LlamaIndex for RAG systems
  • MLflow, Weights & Biases for experiment tracking
  • Airflow, Prefect for orchestration

Featured Work

20-dashboard series analyzing Texas AI infrastructure and energy systems

Data-driven exploration of how power becomes intelligence—from the Texas grid to orbital compute. Each dataset is self-compiled. Each dashboard visualizes a different dimension: megawatts to teraflops, on-prem to orbit, human oversight to autonomous systems. This combination is creating the perfect storm for next-generation compute infrastructure.

##Texas is on pace to become:

  • #1 AI datacenter state by total energy footprint
  • #1 grid-powered compute ecosystem in North America
  • The fastest-growing AI-hardware deployment region outside Silicon Valley

Texas isn’t just hosting data centers.

Texas is building the infrastructure layer for Earth-to-orbit computation.

Signal-based trading system with backtesting framework

Experimental quantum ML circuits exploring future-ready architectures

🔧 Advanced Analytics Portfolio (→) 🔗 Tableau Public | Dashboards that Redefine What Data Can Do

🛠️ Technical Stack

  • Python (Pandas, Numpy): Data processing, calculations, and analysis pipelines
  • TensorFlow & PyTorch: Predictive modeling
  • SQL (ANSI Certified): Database queries and data transformation
  • Apache Spark: Distributed processing
  • Tableau: Interactive dashboard development and visualization

🏅 Industry Certifications (Being Updated)

Connect

🌐 Portfolio | 💼 LinkedIn | 🐦 X/Twitter

Building production MLOps infrastructure. Based in Austin, Texas.

Technologies

Cloud Platforms

AWS GCP Azure

Languages

Python SQL

ML & Data Platforms

Databricks Apache Airflow Tableau Apache Spark MLflow

ML Frameworks

TensorFlow PyTorch

Infrastructure & DevOps

Linux Ubuntu Kubernetes Docker Terraform Git




**Github Stats:**

tam-ds's GitHub streak

GitHub Stats

Al Shuvo's Top Languages

tam-ds

Pinned Loading

  1. Texas-Energy-Data-Pulse Texas-Energy-Data-Pulse Public

    Each dashboard in this repository visualizes a different dimension of transformation: from megawatts to teraflops, from on-prem to orbit, from human oversight to autonomous systems.

    1

  2. The-Data-Center-Revolution The-Data-Center-Revolution Public

    A complete paradigm shift in how we visualize and understand data centers

    1

  3. PythonTradingAlgo24- PythonTradingAlgo24- Public

    A Pythonic algorithmic trading engine

    1

  4. Quant11 Quant11 Public

    This 30-line algorithm implements quantum teleportation - the foundation of quantum internet

    1

  5. Tesla_And_Mars- Tesla_And_Mars- Public

    Tesla Mars Infrastructure Analysis

    1