AI career ge bekaada skills kaliyiri.
Odalu, projects kattalu, internships padeyalu mattu mundina kelasakke tayaaragalu AI skills kaliyiri.
Mukhya AI kaushalyagalu (12)
Spashta gurigaliruva kalikeya maargagalu.
Core Foundations
AI mattu Neural Network Moolabhoota Vishayagalu
Token, embedding, context window, model inference mattu aadhunika neural networkgalu text mattu multimodal datavannu hege process maaduttave endu ariyiri.
Yaake kaliyabeku:
Interview nalli spashtavaagi maatanaadalu, modelgalannu evaluate maadalu mattu AI output tappugalannu pattehaccalu ee moola arivu beku.
Applied AI
Prompt Engineering mattu System Rachane
Structured prompting, zero-shot/few-shot vidhaanagalu, chain-of-thought parikalpane, Markdown rachane mattu JSON schema mitigalannu kaliyiri.
Yaake kaliyabeku:
AI responsegalannu software app mattu databasegalu parse maadabahudaada structured outputge taralu sahaya; nambikege validation kooda beku.
Productivity
AI Toolgalu mattu Aadhunika IDE Kelasa Kramagalu
Agentic code editor, terminal copilot mattu AI workspace platformgalannu software development nalli balasuvudannu kaliyiri.
Yaake kaliyabeku:
Swaccha code bareyalu, unit test rachisalu mattu compilation error pariharisalu sahaya; vegavu kelasa mattu review mele avalambitavaagide.
Engineering
AI mattu Sankhyaatmaka Lekkaacharakkagi Python
Python data structuregalu, NumPy vectorization, Pandas dataframegalu, asynchronous request mattu swaccha API wrappergalannu kaliyiri.
Yaake kaliyabeku:
AI, ML library, data science mattu backend model orchestration nalli Python vyaapakavaagi balasalaguttade.
Applied AI
Generative AI mattu Multimodal Srushti
Diffusion model, vision-language model (VLM), audio transcription mattu code moolaka image/audio generation parichaya padeyiri.
Yaake kaliyabeku:
Creative tech, marketing tech, edtech mattu customer interaction productgalalli ee kaushalyagalu upayukta.
Architectures
RAG mattu Vector Hudukaata Vyavasthegalu
Chunking vidhaana, vector embedding, semantic search mattu re-ranking balasi Retrieval-Augmented Generation system kattalu kaliyiri.
Yaake kaliyabeku:
Swantha documentgalige LLM uttaragalannu jodisalu mattu aadharavillada uttaragalannu kadime maadalu sahaya; hallucination sampoornavaagi hoguttade emba guarantee illa.
Agentic Systems
Svayanchalita AI Agentgalu mattu Tool Balake
Guriyannu chikka kelasagalaagi vibhaagisi, dynamic tool/function calling, ulisuva memory mattu human-in-the-loop validation jothe agent roopisi.
Yaake kaliyabeku:
APIgalalli halavu hantada kelasa nirvahisuva systemgalannu kattalu kaliyiri; sariyada mitigalu mattu maanava meelvichaarane mukhya.
Modeling
Machine Learning mattu Model Fine-Tuning Kalike
Supervised learning algorithm, loss function, LoRA/PEFT parameter-efficient fine-tuning mattu GGUF/AWQ model quantization kaliyiri.
Yaake kaliyabeku:
Llama 3 athava DeepSeek tara open-source modelgalannu domain vocabularyge hondisalu mattu hardwarege takkante local aagi run maadalu sahaya.
Operations
AI Automation mattu Enterprise Jodane
AI APIgalannu webhook, Zapier, Make.com, n8n, database mattu cron schedule jothe jodisi punaraavartita business kelasagalannu automate maadi.
Yaake kaliyabeku:
Data entry, customer ticket category mattu report tayaarike automate maaduva kaushalya freelance mattu internship kelasagalalli upayukta.
Product Dev
AI jothe Full-Stack Web Abhivruddhi
React mattu Next.js appgalalli streaming LLM response, generative UI component, Vercel AI SDK mattu real-time state jodisi.
Yaake kaliyabeku:
AI kalpanegalannu user account mattu payment integration iruva interactive, hanchikollabahudaada web productgalige roopantarisi.
Analytics
Data Science mattu Maulyamaapana Holike
LLM-as-a-judge serida evaluation framework kattiri; BLEU/ROUGE metric, latency mattu token veccha vishleshane kaliyiri.
Yaake kaliyabeku:
Saaviraaru usergalige deploy maaduva modalu AI feature na nambikeyannu puraaveyondige parikshe maadalu ee kaushalya beku.
Product & Ethics
AI Product Yojane mattu Surakshate
Prompt injection rakshane, content moderation filter, AI ethics, user retention mattu AI app na unit economics ariyiri.
Yaake kaliyabeku:
Balasabahudaada commercial software kattuva AI Product Manager athava technical founder aagi product nirdhaaragalannu tegedukollalu sahaya.