제29강: AI 개발 생태계와 커뮤니티

AI 개발자 성장 로드맵

// learning/GrowthRoadmap.ts
export class AIDeveloperGrowthPath {
    // 레벨별 학습 경로
    static readonly LEARNING_PATHS = {
        beginner: {
            duration: '3-6 months',
            goals: [
                'AI 기본 개념 이해',
                'Cursor AI 숙달',
                '간단한 AI 프로젝트 완성'
            ],
            resources: [
                {
                    type: 'course',
                    name: 'Fast.ai Practical Deep Learning',
                    url: 'fast.ai',
                    time: '20 hours'
                },
                {
                    type: 'book',
                    name: 'Hands-On Machine Learning',
                    author: 'Aurélien Géron',
                    topics: ['ML Basics', 'Neural Networks']
                },
                {
                    type: 'project',
                    name: 'AI 챗봇 만들기',
                    stack: ['Python', 'LangChain', 'Cursor'],
                    difficulty: 'Easy'
                }
            ],
            milestones: [
                '첫 AI 모델 학습',
                'Cursor로 풀스택 앱 개발',
                'GitHub에 프로젝트 공개'
            ]
        },
        
        intermediate: {
            duration: '6-12 months',
            goals: [
                '전문 분야 선택 (NLP/CV/RL)',
                '프로덕션 레벨 AI 시스템 구축',
                '오픈소스 기여 시작'
            ],
            resources: [
                {
                    type: 'specialization',
                    name: 'Deep Learning Specialization',
                    platform: 'Coursera',
                    instructor: 'Andrew Ng'
                },
                {
                    type: 'papers',
                    focus: 'Key papers in chosen domain',
                    quantity: '20-30 papers',
                    implementation: 'Reproduce 5-10 papers'
                },
                {
                    type: 'project',
                    name: 'End-to-end AI SaaS',
                    components: ['Model', 'API', 'Frontend', 'Deployment']
                }
            ],
            milestones: [
                '논문 구현 및 개선',
                'AI 제품 출시',
                '오픈소스 PR 승인'
            ]
        },
        
        advanced: {
            duration: '1-2 years',
            goals: [
                '최신 연구 따라가기',
                'AI 시스템 아키텍처 설계',
                '커뮤니티 리더십'
            ],
            resources: [
                {
                    type: 'research',
                    activities: [
                        'arXiv 일일 체크',
                        '주요 컨퍼런스 논문 리뷰',
                        '연구 재현 및 확장'
                    ]
                },
                {
                    type: 'contribution',
                    targets: [
                        'Major AI framework contributions',
                        'Own open source AI tools',
                        'Technical blog/YouTube channel'
                    ]
                },
                {
                    type: 'leadership',
                    roles: [
                        'AI 팀 리드',
                        '기술 강연자',
                        '멘토/교육자'
                    ]
                }
            ],
            milestones: [
                '대규모 AI 시스템 설계',
                '영향력 있는 오픈소스 프로젝트',
                '업계 인정받는 전문가'
            ]
        }
    };
    
    // 지속적 학습 전략
    async createPersonalLearningPlan(
        currentLevel: string,
        interests: string[],
        availableTime: number
    ): Promise {
        const plan = {
            assessment: await this.assessCurrentSkills(),
            
            weeklySchedule: {
                monday: 'AI 논문 읽기 (1시간)',
                tuesday: 'Cursor 프로젝트 작업 (2시간)',
                wednesday: '온라인 코스/튜토리얼 (1.5시간)',
                thursday: '코딩 챌린지/알고리즘 (1시간)',
                friday: '오픈소스 기여 (2시간)',
                weekend: '개인 프로젝트/실험 (4시간)'
            },
            
            monthlyGoals: [
                '새로운 AI 기술 1개 마스터',
                '오픈소스 PR 2개 이상',
                '블로그 포스트 1개 작성',
                '네트워킹 이벤트 1회 참석'
            ],
            
            resources: {
                newsletters: [
                    'The Batch (Andrew Ng)',
                    'AI Weekly',
                    'Papers with Code'
                ],
                podcasts: [
                    'Lex Fridman Podcast',
                    'The TWIML AI Podcast',
                    'Practical AI'
                ],
                communities: [
                    'Cursor Discord',
                    'Local AI Meetups',
                    'Online Study Groups'
                ]
            },
            
            trackingMetrics: {
                projectsCompleted: 0,
                skillsAcquired: [],
                contributionsMade: 0,
                networkGrowth: 0
            }
        };
        
        return plan;
    }
    
    // 멘토링 프로그램
    async joinMentoringProgram(): Promise {
        return {
            findingMentor: {
                platforms: [
                    'ADPList (AI/Tech mentors)',
                    'MentorCruise',
                    'LinkedIn (Direct outreach)'
                ],
                approach: `
안녕하세요 [이름]님,

저는 [자기소개]하는 AI 개발자입니다.
[멘토의 작업/프로젝트]에 깊은 인상을 받았습니다.

현재 [구체적인 도전과제]를 겪고 있으며,
귀하의 경험에서 배우고 싶습니다.

월 1-2회 30분 정도의 멘토링이 가능하신지 여쭤봅니다.
구체적인 목표는 [목표 나열]입니다.

감사합니다.
                `,
                preparation: [
                    '구체적인 목표 설정',
                    '질문 목록 준비',
                    '진행 상황 추적'
                ]
            },
            
            becomingMentor: {
                requirements: [
                    '2+ years AI development experience',
                    'Successful project portfolio',
                    'Good communication skills'
                ],
                benefits: [
                    'Knowledge reinforcement',
                    'Network expansion',
                    'Leadership skills',
                    'Giving back to community'
                ],
                platforms: [
                    'Start with informal mentoring',
                    'Join mentoring programs',
                    'Create educational content'
                ]
            }
        };
    }
}

// AI 커리어 개발
export class AICareerDevelopment {
    // AI 개발자 커리어 경로
    static readonly CAREER_PATHS = {
        technical: [
            {
                role: 'Junior AI Developer',
                experience: '0-2 years',
                skills: ['Python', 'ML Basics', 'Cursor AI'],
                salary: '$70k-$100k'
            },
            {
                role: 'AI/ML Engineer',
                experience: '2-5 years',
                skills: ['Deep Learning', 'MLOps', 'Production Systems'],
                salary: '$100k-$150k'
            },
            {
                role: 'Senior AI Engineer',
                experience: '5-8 years',
                skills: ['Architecture', 'Research', 'Team Leadership'],
                salary: '$150k-$250k'
            },
            {
                role: 'AI Architect/Principal Engineer',
                experience: '8+ years',
                skills: ['System Design', 'Strategy', 'Innovation'],
                salary: '$250k+'
            }
        ],
        
        hybrid: [
            {
                role: 'AI Product Manager',
                skills: ['AI Understanding', 'Product Strategy', 'Business'],
                transition: 'From engineering with business interest'
            },
            {
                role: 'AI Consultant',
                skills: ['Wide AI Knowledge', 'Communication', 'Problem Solving'],
                transition: 'From engineering with client focus'
            },
            {
                role: 'AI Researcher',
                skills: ['Deep Theory', 'Publishing', 'Innovation'],
                transition: 'From engineering with research passion'
            }
        ],
        
        entrepreneurial: [
            {
                path: 'AI Startup Founder',
                requirements: ['Domain Expertise', 'Business Acumen', 'Network'],
                examples: ['AI SaaS', 'AI Consultancy', 'AI Tools']
            },
            {
                path: 'AI Content Creator',
                requirements: ['Teaching Skills', 'Content Creation', 'Marketing'],
                examples: ['Courses', 'YouTube', 'Newsletter']
            }
        ]
    };
    
    async planCareerTransition(
        currentRole: string,
        targetRole: string
    ): Promise {
        const plan = {
            gapAnalysis: await this.analyzeSkillGaps(currentRole, targetRole),
            
            learningPlan: {
                immediateSkills: this.getImmediateSkills(targetRole),
                longTermSkills: this.getLongTermSkills(targetRole),
                certifications: this.getRelevantCertifications(targetRole)
            },
            
            experiencePlan: {
                sideProjects: this.suggestSideProjects(targetRole),
                volunteering: this.findVolunteerOpportunities(targetRole),
                networking: this.identifyNetworkingTargets(targetRole)
            },
            
            timeline: {
                months1_3: 'Foundation building',
                months4_6: 'Practical experience',
                months7_9: 'Portfolio development',
                months10_12: 'Job search and transition'
            },
            
            milestones: [
                'Complete key certifications',
                'Build 3 relevant projects',
                'Contribute to open source',
                'Network with target role professionals',
                'Update resume and portfolio'
            ]
        };
        
        return plan;
    }
}