{"id":14139241,"url":"https://github.com/athivvat/ai-engineer-guide","last_synced_at":"2026-01-18T23:31:15.640Z","repository":{"id":42672268,"uuid":"87197768","full_name":"athivvat/ai-engineer-guide","owner":"athivvat","description":"A Roadmap to Becoming an AI Engineer  — From Zero to AI Engineer 👨🏻‍🚀 🚀","archived":false,"fork":false,"pushed_at":"2025-09-08T07:21:58.000Z","size":2127,"stargazers_count":319,"open_issues_count":1,"forks_count":57,"subscribers_count":6,"default_branch":"main","last_synced_at":"2025-09-08T09:22:11.873Z","etag":null,"topics":["ai","engineer"],"latest_commit_sha":null,"homepage":"https://aiengineer.guide","language":"MDX","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/athivvat.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null},"funding":{"github":"athivvat"}},"created_at":"2017-04-04T14:38:47.000Z","updated_at":"2025-09-08T07:22:02.000Z","dependencies_parsed_at":"2024-02-14T09:30:21.882Z","dependency_job_id":"d00d8cfb-8a66-4704-906d-311268e68aae","html_url":"https://github.com/athivvat/ai-engineer-guide","commit_stats":null,"previous_names":["athivvat/ai-engineer-guide","athivvat/ai-engineer-roadmap"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/athivvat/ai-engineer-guide","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athivvat%2Fai-engineer-guide","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athivvat%2Fai-engineer-guide/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athivvat%2Fai-engineer-guide/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athivvat%2Fai-engineer-guide/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/athivvat","download_url":"https://codeload.github.com/athivvat/ai-engineer-guide/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athivvat%2Fai-engineer-guide/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28553499,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-18T23:10:22.888Z","status":"ssl_error","status_checked_at":"2026-01-18T23:07:19.656Z","response_time":98,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","engineer"],"created_at":"2024-08-16T17:00:50.525Z","updated_at":"2026-01-18T23:31:15.634Z","avatar_url":"https://github.com/athivvat.png","language":"MDX","readme":"# AI Engineer Guide - Edition 2 (2025)\n\nAI engineer guide is a comprehensive resource for going from software engineer/non-software engineer to professional AI engineer. Whether you're a seasoned software engineer or venturing into the tech world from a different discipline, our resource is tailored to help you navigate the exciting journey to becoming a professional AI Engineer.\n\nThis Edition 2 reflects the latest trends in AI engineering for 2025, including Agentic AI, Advanced RAG systems, Multimodal AI, and Enterprise AI deployment.\n\n→ https://aiengineer.guide\n\n## Table of Contents\n\n### 🎯 [Getting Started](#getting-started)\n- [What is AI Engineer](#what-is-ai-engineer)\n- [Key Responsibilities](#key-responsibilities)\n- [Career Pathways](#career-pathways)\n- [Skills Assessment](#skills-assessment)\n\n### 📚 [Foundation Knowledge](#foundation-knowledge)\n- [Mathematics](#mathematics)\n  - [Linear Algebra](#linear-algebra)\n  - [Probability \u0026 Statistics](#probability--statistics)\n  - [Calculus](#calculus)\n  - [Optimization](#optimization)\n- [Computer Science](#computer-science)\n  - [Programming Fundamentals](#programming-fundamentals)\n  - [Data Structures \u0026 Algorithms](#data-structures--algorithms)\n  - [Software Engineering](#software-engineering)\n\n### 🤖 [Core AI Technologies](#core-ai-technologies)\n- [Machine Learning](#machine-learning)\n  - [Supervised Learning](#supervised-learning)\n  - [Unsupervised Learning](#unsupervised-learning)\n  - [Reinforcement Learning](#reinforcement-learning)\n- [Deep Learning](#deep-learning)\n  - [Neural Networks](#neural-networks)\n  - [CNNs \u0026 Computer Vision](#cnns--computer-vision)\n  - [RNNs \u0026 NLP](#rnns--nlp)\n  - [Transformers](#transformers)\n\n### 🚀 [Advanced AI Engineering (2025)](#advanced-ai-engineering-2025)\n- [Large Language Models (LLMs)](#large-language-models-llms)\n  - [Architecture Understanding](#architecture-understanding)\n  - [Fine-tuning Techniques](#fine-tuning-techniques)\n  - [Prompt Engineering](#prompt-engineering)\n  - [Model Evaluation](#model-evaluation)\n- [Agentic AI Systems](#agentic-ai-systems)\n  - [AI Agent Design](#ai-agent-design)\n  - [Multi-Agent Systems](#multi-agent-systems)\n  - [Agent Orchestration](#agent-orchestration)\n  - [Tool Integration](#tool-integration)\n- [Retrieval-Augmented Generation (RAG)](#retrieval-augmented-generation-rag)\n  - [Vector Databases](#vector-databases)\n  - [Hybrid Search](#hybrid-search)\n  - [Knowledge Graphs](#knowledge-graphs)\n  - [Advanced RAG Patterns](#advanced-rag-patterns)\n- [Multimodal AI](#multimodal-ai)\n  - [Vision-Language Models](#vision-language-models)\n  - [Audio Processing](#audio-processing)\n  - [Video Understanding](#video-understanding)\n  - [Cross-modal Applications](#cross-modal-applications)\n- [Embodied AI \u0026 Physical AI](#embodied-ai--physical-ai)\n  - [Robotics Integration](#robotics-integration)\n  - [Sensor Fusion](#sensor-fusion)\n  - [Real-time Decision Making](#real-time-decision-making)\n  - [Human-Robot Interaction](#human-robot-interaction)\n\n### 🏢 [Enterprise AI Implementation](#enterprise-ai-implementation)\n- [MLOps \u0026 LLMOps](#mlops--llmops)\n  - [Model Lifecycle Management](#model-lifecycle-management)\n  - [Deployment Strategies](#deployment-strategies)\n  - [Monitoring \u0026 Observability](#monitoring--observability)\n  - [Cost Optimization](#cost-optimization)\n- [AI Governance \u0026 Ethics](#ai-governance--ethics)\n  - [Responsible AI](#responsible-ai)\n  - [Bias Detection](#bias-detection)\n  - [Explainability](#explainability)\n  - [Privacy \u0026 Security](#privacy--security)\n\n### 🛠️ [Tools \u0026 Frameworks](#tools--frameworks)\n- [Development Tools](#development-tools)\n  - [Python Ecosystem](#python-ecosystem)\n  - [LangChain \u0026 LangGraph](#langchain--langgraph)\n  - [Hugging Face](#hugging-face)\n  - [OpenAI \u0026 Anthropic APIs](#openai--anthropic-apis)\n- [Infrastructure](#infrastructure)\n  - [Cloud Platforms](#cloud-platforms)\n  - [GPU Computing](#gpu-computing)\n  - [Vector Databases](#vector-databases-1)\n  - [Model Serving](#model-serving)\n\n### 💼 [Industry Applications](#industry-applications)\n- [Conversational AI](#conversational-ai)\n- [Code Generation](#code-generation)\n- [Content Creation](#content-creation)\n- [Autonomous Systems](#autonomous-systems)\n- [Enterprise Automation](#enterprise-automation)\n\n### 📖 [Learning Resources](#learning-resources)\n- [Courses](#courses)\n- [Books](#books)\n- [Research Papers](#research-papers)\n- [Certifications](#certifications)\n- [Conferences](#conferences)\n\n### 🎯 [Career Development](#career-development)\n- [Building Portfolio](#building-portfolio)\n- [Interview Preparation](#interview-preparation)\n- [Salary Trends](#salary-trends)\n- [Job Market Analysis](#job-market-analysis)\n\n### ⚖️ [Ethics \u0026 Responsible AI](#ethics--responsible-ai)\n- [Ethical AI Principles](#ethical-ai-principles)\n  - [Fairness \u0026 Non-discrimination](#fairness--non-discrimination)\n  - [Transparency \u0026 Explainability](#transparency--explainability)\n  - [Privacy \u0026 Data Protection](#privacy--data-protection)\n  - [Human Autonomy](#human-autonomy)\n- [Bias in AI Systems](#bias-in-ai-systems)\n  - [Types of Bias](#types-of-bias)\n  - [Bias Detection Methods](#bias-detection-methods)\n  - [Mitigation Strategies](#mitigation-strategies)\n  - [Fairness Metrics](#fairness-metrics)\n- [AI Safety \u0026 Alignment](#ai-safety--alignment)\n  - [AI Risk Assessment](#ai-risk-assessment)\n  - [Value Alignment](#value-alignment)\n  - [Robustness \u0026 Reliability](#robustness--reliability)\n  - [AI Red Teaming](#ai-red-teaming)\n- [Regulatory \u0026 Legal Considerations](#regulatory--legal-considerations)\n  - [GDPR \u0026 AI](#gdpr--ai)\n  - [AI Act (EU)](#ai-act-eu)\n  - [AI Governance Frameworks](#ai-governance-frameworks)\n  - [Compliance \u0026 Auditing](#compliance--auditing)\n- [Practical Implementation](#practical-implementation)\n  - [Ethical Review Processes](#ethical-review-processes)\n  - [AI Impact Assessments](#ai-impact-assessments)\n  - [Stakeholder Engagement](#stakeholder-engagement)\n  - [Continuous Monitoring](#continuous-monitoring)\n\n# Contributing\n\nSee [CONTRIBUTING.](https://github.com/athivvat/ai-engineer-guide/blob/master/CONTRIBUTING.md)\n","funding_links":["https://github.com/sponsors/athivvat"],"categories":["MDX"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fathivvat%2Fai-engineer-guide","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fathivvat%2Fai-engineer-guide","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fathivvat%2Fai-engineer-guide/lists"}