AI Generalist Master Roadmap 2026 — High-Pay Track

🚀 AI Engineer Journey — Plan & Trackers · Hope AI — ML & DS Course

Mission: Transform into a top-tier AI Generalist and land a high-paying role at a top-tier company — built on real 2026 market data, salary intelligence, and what employers actually hire for.
Salary Target: ₹35–100 LPA (India) · $185K–$350K (US/Remote)
Timeline: 10–12 months · 4 Phases · 18 End-to-End Projects

🗺️ How This Workspace is Structured

Everything is organized by Projects — not by days. Each project is a complete, deployable unit of learning that builds toward your portfolio and career goals. Work through items within each project at your own pace. The order within a project matters; the pace does not.


📊 Phase Overview

PhaseFocusProjectsOutcome
🔧 Phase 1 — BedrockLLM APIs, Prompt Engineering, Basic RAGP01–P044 deployed projects
🏗️ Phase 2 — Core EngineeringProduction RAG, Evaluation, DeploymentP05–P08Full-stack AI app shipped
⚡ Phase 3 — Agentic & Advanced AIAgents, MCP, Fine-Tuning, MLOpsP09–P14Expert-level stack
🚀 Phase 4 — Land the JobSystem Design, Portfolio, Career LaunchP15–P18Offer received

💰 Salary Intelligence

RoleIndia (LPA)US BasePriority
Agentic AI Engineer₹40–100 LPA$200–350K🔴 Critical
LLM Engineer₹35–80 LPA$220–350K🔴 Critical
MLOps Engineer₹25–55 LPA$175–280K🟡 High
AI Product Engineer₹20–45 LPA$160–220K🟡 High
GCC Senior AI Engineer₹60–95 LPA🔴 Critical

GenAI Premium: 50–70% above traditional ML at same experience


🏆 Target Companies

India Tier 1: Sarvam AI · Krutrim · CRED · Zepto · Meesho

GCCs: Google India · Microsoft India · JPMorgan India · Walmart Global Tech

Remote (US): Series A–C AI startups via Wellfound · Remotive · Crossover

Frontier Labs: Anthropic · OpenAI · Google DeepMind (18-month target)


✅ The Golden Rule for Every Work Item

A work item is only complete when:

  • ✅ Built and deployed (live URL or published output)
  • ✅ Can explain it in 2 minutes without notes
  • ✅ Added to GitHub portfolio with README

Workspace Sub-pages

  • 🔧 Phase 1 — Bedrock (P01–P04)
  • 🏗️ Phase 2 — Core Engineering (P05–P08)
  • ⚡ Phase 3 — Agentic & Advanced AI (P09–P14)
  • 🚀 Phase 4 — Land the Job (P15–P18)
  • 📋 Master Work Items Tracker
  • 💰 Salary Intelligence & Target Companies

📁 Full Project Index — All 18 Projects

🔧 Phase 1 — Bedrock

  • P01 — LLM Foundations Explorer
  • P02 — Prompt Engineering Toolkit
  • P03 — PDF Q&A Bot
  • P04 — AI Assistant with Tool Use

🏗️ Phase 2 — Core Engineering

  • P05 — Stateful Memory Chatbot
  • P06 — RAG Evaluation Dashboard
  • P07 — Streaming AI API
  • P08 — Production RAG API

⚡ Phase 3 — Agentic & Advanced AI

  • P09 — Research Agent (ReAct)
  • P10 — Multi-Agent Pipeline
  • P11 — Custom MCP Server
  • P12 — Advanced RAG System
  • P13 — LLM Fine-Tuning Pipeline
  • P14 — MLOps Observability Stack

🚀 Phase 4 — Land the Job

  • P15 — AI System Design Portfolio
  • P16 — Multimodal AI App
  • P17 — Portfolio & Brand Launch
  • P18 — Interview Readiness Pack

🗄️ Databases & Intelligence

  • 📋 Master Work Items Tracker
  • 💰 Salary Intelligence & Target Companies