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obiedeh/README.md

Hi, This is Obinna — AI/ML • Telco • Cloud • Data • Solutions Architect

Problem Solver, Building intelligent AI-Native Scalable AI Solutions & Physical AI Systems

Focus Areas

  • AI-RAN & Private 5G: KPI forecasting, anomaly detection, network automation
  • Cloud / MLOps: ETL pipelines, feature stores, CI/CD for ML, MLflow/Kubeflow
  • GPU Analytics: RAPIDS/cuDF, XGBoost, with Accelerated & Distributed compute
  • Physical AI: Sensor-driven robotics, edge TinyML, AI Augmented Embedded Sys

Tech Stack

Python SQL PyTorch Airflow Sionna Docker Kubernetes Terraform Spark dbt dbt-cloud AWS Azure GCP RAPIDS XGBoost SHAP MLOps MLOps-CI/CD Edge AI TinyML Jetson RAN Telemetry Distributed Compute

Projects

  • AI-RAN 5G KPI Forecasting — accelerated ML + MLflow
  • Telecom Churn EDA & ML — explainable churn with SHAP
  • Private 5G RAN Pipeline — ingest → transform → parquet
  • QPSK-Wireless-Link-Simulator — performance analysis
  • Autonomous Parrallel Parker System — with IR sensors
  • Breast Cancer Detection EDA & ML — Agentic SHAP email

Other Capabilities

  • Telemetry pipelines for fiber ISP (GPON/EPON) and wireless RAN
  • Accelerated ML (cuDF, XGBoost, PyTorch, distributed compute)
  • Responsible & Explainable AI with SHAP, LIME, and agentic reporting
  • Edge AI prototyping using Jetson + Pi + TinyML-sensor ecosystems
  • Full-stack AI-Native RAN experimentation (Sionna + ML forecast loops)

Connect: LinkedIn • Email

Pinned Loading

  1. ai-ran-kpi-forecasting ai-ran-kpi-forecasting Public

    ai-ran-kpi-forecasting — AI/ML • AI-RAN • Data • Cloud • Telecom

    Python

  2. mnist-deep-cnn-improved-image-classification mnist-deep-cnn-improved-image-classification Public

    Jupyter Notebook

  3. private-5g-data-pipeline private-5g-data-pipeline Public

    private-5g-data-pipeline — AI/ML • AI-RAN • Data • Cloud • Telecom

    Jupyter Notebook

  4. qpsk-wireless-link-simulator qpsk-wireless-link-simulator Public

    qpsk-wireless-link-simulator — AI/ML • AI-RAN • Data • Cloud • Telecom

    Jupyter Notebook

  5. telecom-churn-ml-with-agents telecom-churn-ml-with-agents Public

    telecom-churn-ml — AI/ML • AI-RAN • Data • Cloud • Telecom

    Jupyter Notebook