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AI Engineering Full Roadmap vs 100-Day Sprint: In-Demand Skills, Job Market Data & Curriculum Analytics Table
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About AI Engineering Full Roadmap vs 100-Day Sprint: In-Demand Skills, Job Market Data & Curriculum
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This session breaks down the role of an AI Engineer—focusing on developing, evaluating, and deploying production LLM-based applications rather than training base foundation models from scratch. We analyze real-world hiring trends, demand shifts, and labor market data from the Quess India AI Workforce Report, demonstrating why hands-on expertise in RAG, Agentic AI, and system evaluations outpaces traditional data science demand. You will receive a walkthrough of two learning roadmaps: an exhaustive 16-level, 286-session curriculum covering everything from software engineering fundamentals to system design and LLMOps, alongside a high-velocity 100-day accelerated sprint designed to teach the essential 80% through application-first development. 📂 Interactive Roadmap: https://ai-engineer-roadmap-2026.vercel.app/ This lecture was taken live for insiders, join here: https://youtu.be/j_G30FLmCcw 📱 Grow with us: CampusX' LinkedIn: https://www.linkedin.com/company/campusx-official CampusX on Instagram for daily tips: https://www.instagram.com/campusx.official My LinkedIn: https://www.linkedin.com/in/nitish-singh-03412789 Discord: https://discord.gg/PsWu8R87Z8 E-mail us at [email protected] Chapters: 00:00 - Introduction & Vision for the AI Engineering Roadmap 02:20 - Defining the AI Engineer Role (Builder vs. Model Trainer) 06:08 - Why AI Engineering is the Most In-Demand Tech Role 09:12 - Industry Data: Google Trends & The Quess India AI Workforce Report 14:40 - Fastest Growing AI Roles: Agentic Developers, RAG Leads & FDEs 17:00 - The Future of AI Jobs: What Gets Automated vs. What Expands 21:40 - Roadmap Architecture: Comprehensive (Full) vs. Accelerated (100 Days) 26:30 - Level 0: Software Engineering Fundamentals (Python, APIs, Docker, SQL) 34:55 - Level 1: LLM 101 (Tokens, Pre-training, Reasoning & Inference Mechanics) 42:38 - Level 2: Working with LLM APIs & Orchestration (LangChain, Tool Calling) 47:20 - Level 3: Developer-Side Prompt Engineering & Output Constraints 49:50 - Level 4: Retrieval-Augmented Generation (Basic to Advanced RAG) 53:20 - Level 5: AI Agents (React, MCP, Memory, LangGraph & Sandboxing) 01:01:00 - Level 6: Context Engineering & Harness Architecture 01:05:58 - Level 7: LLM & Application Evaluations (Offline, Online & Regression) 01:08:55 - Level 8: AI Security, Guardrails & Red Teaming 01:12:28 - Level 9: AI System Design (Model Routing, Latency & Chip Huyen's Book) 01:15:55 - Level 10: LLMOps (Experiment Tracking, CI/CD, Containerization) 01:19:12 - Levels 11 to 13: Managed Platforms, Multimodal Systems & Fine-Tuning 01:24:12 - Levels 14 & 15: Capstone Projects & Targeted Interview Preparation 01:27:18 - The Accelerated 100-Day Roadmap (Consolidating Evals & Security) 01:36:45 - Summary & How to Use the Interactive Roadmap Tool
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