Kamran Ahmed kamranahmedse

Data Engineer Learning Roadmap

Introduction to Data Engineering

What is Data Engineering?
Data Engineering vs Data Science

Computer Science Fundamentals

Basic Terminal Usage
How Does a Computer Work?

AI Engineer Roadmap

Note: AI Engineer is different from an AI research or ML Engineer. AI Engineers are developers who don't have to worry about training their own models, they use or fine-tune the pre-trained models and use existing AI technologies to further enhance the user experience.

What is an AI Engineer
AI Engineer vs ML Engineer/AI Researcher
Common AI Terminology
- AI vs AGI
- LLMs
Inference

Introduction
- JavaScript Basics
- Why use Frontend Frameworks?
- Why use React?
- SPA vs SSR
React Frameworks
- Next.js
- Remix
- Why Next.js
Differences

MongoDB Basics
- SQL vs NoSQL
- What is MongoDB?
- What is MongoDB Atlas?
- When to use MongoDB?
MongoDB data model and data types
- BSON (Binary JSON) data types
  - Double
  - String
Object

System Design Roadmap

Introduction
- What is System Design?
- How to Approach System Design?
Performance vs Scalability
Latency vs Throughput
Availability vs Consistency
- CAP Theorem
CP - Consistency and Partition Tolerance

	package middleware

	import (
	"net/http"
	"os"
	"path"
	"strings"
	)

	// FSHandler404 provides the function signature for passing to the FileServerWith404

	package middleware

	import (
	"net/http"
	"os"
	"path"
	"strings"
	)

	// FSHandler404 provides the function signature for passing to the FileServerWith404

	178.128.94.113 - - [04/Oct/2024:00:00:18 +0000] "GET /v1-health HTTP/1.1" 200 51 "-" "DigitalOcean Uptime Probe 0.22.0 (https://digitalocean.com)"
	142.93.136.176 - - [04/Oct/2024:00:00:22 +0000] "GET /v1-health HTTP/1.1" 200 51 "-" "DigitalOcean Uptime Probe 0.22.0 (https://digitalocean.com)"
	138.68.248.85 - - [04/Oct/2024:00:00:22 +0000] "GET /v1-health HTTP/1.1" 200 51 "-" "DigitalOcean Uptime Probe 0.22.0 (https://digitalocean.com)"
	159.89.185.30 - - [04/Oct/2024:00:01:04 +0000] "GET /v1-health HTTP/1.1" 200 51 "-" "DigitalOcean Uptime Probe 0.22.0 (https://digitalocean.com)"
	185.224.128.59 - - [04/Oct/2024:00:01:14 +0000] "GET /cgi-bin/luci/;stok=/locale HTTP/1.1" 404 162 "-" "-"
	178.128.94.113 - - [04/Oct/2024:00:01:18 +0000] "GET /v1-health HTTP/1.1" 200 51 "-" "DigitalOcean Uptime Probe 0.22.0 (https://digitalocean.com)"
	142.93.136.176 - - [04/Oct/2024:00:01:22 +0000] "GET /v1-health HTTP/1.1" 200 51 "-" "DigitalOcean Uptime Probe 0.22.0 (https://digitalocean.com)"
	138.68.248.85 - - [04/Oct/2024:00:01:

	name: Deploy to EC2
	on:
	workflow_dispatch:
	push:
	branches:
	- master
	jobs:
	deploy:
	runs-on: ubuntu-latest
	steps:

	<html>
	<head>
	<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@recogito/annotorious@latest/dist/annotorious.min.css" />
	<script src="https://cdn.jsdelivr.net/npm/@recogito/annotorious@latest/dist/annotorious.min.js"></script>

	<style>
	* {
	margin: 0;
	padding: 0;
	}