How to Set Up a Smart Home Network with Edge AI : Step-by-Step Guide (Part 1)

Introduction

In today’s data-driven world, a basic router can’t keep up with modern demands. Buffering videos, inconsistent speed, and poor control over devices make traditional networks frustrating. That’s where Edge AI and DIY home networking step in.

In this blog series, we’ll build a smart, self-monitoring telecom setup using:

  • A Raspberry Pi
  • Edge AI tools
  • A TP-Link Smart Router
  • And simple scripting

This is Part 1: we’ll cover the setup and monitoring layer. No coding experience? No problem.


1. Tools You’ll Need

ComponentDescriptionBuy Link
Raspberry Pi 4 (2GB or 4GB)Small Linux computerBuy on Amazon
microSD Card (32GB)For OS & logsBuy on Amazon
TP-Link Deco / Archer RouterSmart Router with appBuy on Amazon
Internet ConnectionBroadband or Fiber
Laptop/PCFor SSH & configuration

2.Raspberry Pi Setup

Let’s start with the Pi.

  1. Flash Raspberry Pi OS Lite
  • Download Raspberry Pi Imager
  • Select: Raspberry Pi OS Lite (64-bit)
  • Flash to microSD using a card reader
  1. Enable SSH
  • After flashing, open the boot partition
  • Add a blank file named ssh (no extension)
  1. First Boot + Update

Insert SD card, power up, connect to the network.

Login via terminal or SSH:

ssh pi@<raspberry_pi_ip>

Note: #default password: raspberry

Update your Pi:

sudo apt update && sudo apt upgrade -y


3. Installing Pi-hole

Let’s block ads and monitor DNS traffic locally.

Install Pi-hole

curl -sSL https://install.pi-hole.net | bash

Follow the prompts → Choose your network interface → Set a static IP.

Dashboard Setup

Once installed, access:


4.Speedtest Integration (Optional but Awesome)

Want to log your internet speed automatically?

Install CLI Tool

sudo apt install speedtest-cli

Add Cronjob for Auto Logging

crontab -e

Paste this at the end:

*/30 * * * * speedtest-cli >> /home/pi/speedlog.txt

Note: This logs speed every 30 minutes. Use it later for AI analysis in Part 3.


✅ Wrap-Up

You’ve now:

  • Set up your Raspberry Pi
  • Installed Pi-hole to block ads and monitor DNS traffic
  • Configured automatic internet speed logging

Up Next in Part 2:
We’ll add Home Assistant, automate bandwidth alerts, and create smart rules for your devices.


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