AI nalli nimma career kattiri.
AI career huddhegalu, skills mattu maargagalannu tilidukolli. Employer nireekshe mattu tayari bagge prayogika guides.
AI career huddhegalu (10)
Kalikeya maarga, tools mattu portfolio project salahegalondige vivarane.
AI Application Engineer: AI App Kattuva Paathra
Saamaanya software engineering jothe generative AI model, vector search, streaming API mattu production LLM orchestration jodisuva kelasa.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
Full-stack basics kaliyiri -> API integration abhyaasa maadi -> vector DB jothe RAG kattiri -> full-stack AI app deploy maadi.
Vishesha portfolio project:
RAG aadhara iruva assistant, nimma knowledge bot mattu automatic PDF extractor kattiri.
Machine Learning Engineer: Model Abhivruddhi
Predictive mattu generative ML modelgalannu kattuvudu, train maaduvudu, fine-tune, quantize maaduvudu mattu hecchina request nirvahisuva cloud infrastructurege deploy maaduvudu ee kelasa.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
Python mattu NumPy kaliyiri -> Scikit-learn nalli classical ML ariyiri -> PyTorch nalli deep learning practice maadi -> open model fine-tuning prayatnisi.
Vishesha portfolio project:
Kannada/English corpus mele domain model fine-tuning, quantized edge model mattu inference latency benchmark testgalannu torisi.
Generative AI Developer: AI App Abhivruddhi
Svayanchalita AI agent, multimodal workflow, structured JSON extraction mattu aadhunika appgalalli LLM jodanege gamana koduva paathra.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
Prompt rachane kaliyiri -> function calling ariyiri -> memory iruva multi-step agent kattiri -> automatic evaluation jodisi.
Vishesha portfolio project:
Research agent, halavu agentgalinda code debugging bot mattu meeting vishayagalannu ottugoodisuva tool kattiri.
AI Product Manager: Product Yojaneya Paathra
AI featurege product guri nirdharisuvudu, model accuracy trade-off holisuvudu, prati-token veccha nirvahisuvudu mattu trust/safety yojane maaduvudu ee paathra.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
Technical AI padagalannu ariyiri -> AI appge vivaravaada PRD bareyiri -> evaluation benchmark roopisi -> veccha mattu quality trade-off vishleshisi.
Vishesha portfolio project:
AI campus assistantge guardrail matrix, latency SLA mattu token veccha vivara serida sampoorna PRD bareyiri.
Prompt Engineer mattu System Rachanakaara
Model consistency sudhaarisalu spashta system instruction, few-shot example, reasoning workflow mattu prompt rakshanaa rachane roopisuva paathra.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
Model reasoning nadavalike adhyayana maadi -> zero-shot mattu few-shot holisi -> schema validation jodisi -> prompt test suite kattiri.
Vishesha portfolio project:
Structured data extractionge prompt suite mattu automatic edge-case regression testgalannu kattiri; nodida failuregalannu spashtavaagi dakhale maadi.
AI Automation Specialist: Kelasa Sulabhagolisuva Paathra
AI modelgalannu webhook, CRM, spreadsheet, email inbox mattu cloud task jothe jodisi enterprise workflow na aarambhadinda koneyavaregina kelasagalannu automate maaduvudu.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
No-code/low-code workflow tool kaliyiri -> AI API jodisi -> webhook handler kattiri -> error nirvahisuva automatic schedule deploy maadi.
Vishesha portfolio project:
Student job application tracker, email triage mattu draft bot, mattu newsletter tayaarisuva workflow kattiri.
AI UX mattu Interaction Vinyasakaara
AI appgalige sambhaashanaa interface, streaming micro-interaction, generative UI pattern mattu user nambikege sahaya maaduva vinyasa rachisuva paathra.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
AI saadhyategalu mattu mitigalu ariyiri -> ChatGPT, Claude, Perplexity interfacegalannu adhyayana maadi -> Figma nalli generative UI component prototype maadi.
Vishesha portfolio project:
Streaming response interaction mattu source citation tooltip iruva sahayogada AI canvas na interactive Figma prototype kattiri.
Applied Data Scientist: Data Vishleshaneya Paathra
Unstructured training datasetgalannu swacchagolisi, aarisi validate maaduvudu, model evaluation score vishleshisi sankhyaashaastriya performance aleyuvudu ee kelasa.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
SQL mattu Pandas kaliyiri -> exploratory data analysis ariyiri -> fine-tuning dataset tayaarisi -> statistical evaluation metric lekkahaaki.
Vishesha portfolio project:
Quality filtering script jothe swacchagolisida open dataset mattu student educational datage automatic validation pipeline kattiri.
AI Research Scientist: AI Samshodhane
Machine learning, neural architecture, reasoning vidhaana mattu model alignment na ganita mattu vaijnaanika seemegalannu mundakke karedoyyuva samshodhane.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
Ganita moolabhoota arivu balapadisi -> pramukha AI paper odi implement maadi -> punaraavartisabahudaada code repository prakatisi -> lab research nalli sahayogisi.
Vishesha portfolio project:
NeurIPS/ICLR tara AI conference na itteechina paperge swaccha open-source replication mattu benchmark holike tayaarisi.
AI Solutions Architect mattu Salahegaara
Business samasyege takka AI tool, model mattu architecture aarisuva bagge company mattu startupgalige salahe needi, veccha mattu hoodikeya phalavannu holisuva paathra.
Bekaada mukhya skills:
Aarambhikarige salaheya maarga:
AWS Bedrock, Azure OpenAI, GCP Vertex sevegalannu ariyiri -> security trade-off parisheelisi -> abhyaasakkaagi architecture parihara prastaapisi.
Vishesha portfolio project:
Hale customer support inda private RAG ge badalaaguva enterprisege architecture blueprint mattu migration proposal tayaarisi.