Markaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Sida loo isticmaali karaa, waxaan ka soo xiriir oo dhan. Sida loo yaqaan 'AI' waa in la soo xiriir. Waxaa la aasaasay - Oo waa mid ka mid ah mid ah mid ka mid ah. people tasks LLMs waa Parrots iyo injineerada jet Markaas oo ka mid ah chatGPT, Claude, iyo DeepSeek waxaa la aasaasay si ay u caawin karaa token ka mid ah oo ka mid ah in ay ku dhigi karaa in ay ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah Google Translate, waxaa ka mid ah ka mid ah codsiga, codsiga, iyo ka mid ka mid ah si ay u soo saarka therapist. Sida loo yaqaan Good at Waxaa laga yaabaa sida . sounding right being right Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u "Ma rabtaa in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay. know Waxaan ka mid ahaynaa in ay ku yaalaa in ay ka mid ah. Quality Over Quantity Qalabka ka badan In 2016, waxaan u shaqeeyey in loo isticmaali karaa mashiinka mashiinka si ay u isticmaali karaa macluumaadka macluumaadka macluumaadka. Microsoft ayaa la isticmaali karaa macluumaadka macluumaadka macluumaadka macluumaadka (Microsoft Malware Classification Challenge) ee macluumaadka macluumaadka. Waayo, waxaan la soo dejiso malware oo dhan, la xira samplings in sandbox, reverse-engineered binaries, iyo tagged them by myself. By the end, I had a dataset of about 120,000 malware and benign samples, which is far smaller than Microsoft’s but was built by hand. Markaas ka mid ah wax soo saarka: Training Dataset Accuracy Microsoft Kaggle dataset 53% My own hand-built dataset 80% My dataset + synthetic data 64% Microsoft Qalabka Data Haku: 53% Qalabka dhismaha iyo dhismaha Qalabka 80% Qalabka Data + Data Synthesis 64% oo dhan Qalabka ugu horeysay, dhismaha ugu horeysay, dhismaha ugu horeysay. Qalabka ugu fiican waxay ku yaalaa in ay ku yaalaa wax soo saarka ah oo ku yaalaa wax soo saarka ah oo ku yaalaa wax soo saarka ah oo ku yaalaa wax soo saarka. Markaas ka mid ah in ay ku yaalaa in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ay ka mid ah in ka mid ah. Sida loo yaabaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. . digital inbreeding Internet waa la soo saarka in la soo saarka wax soo saarka ah ka dibna LLM: news fake, "how-tos" fictional, code broken, text spammy. Sida loo yaabaa, waxaa laga yaabaa in ka mid ah filters automated, wax ka mid ah human-red-teaming, iyo nidaamka gaarka ah. Haddii ay ka mid ah peer review on scale, no licensing board, no accounting for bad data. Sidee waxa uu ka soo saarka "data" cusub? Markaas oo ka mid ah wax soo saarka ah: Markaad ka mid ah internetka waxaa ka mid ah ka mid ah wax soo saarka, wax soo saarka, iyo wax soo saarka? where do we find fresh, high-quality training data Hadda ugu horeysay waa mid ka mid ah oo dhan “We will only train on our own user data.” In 2023, waxaan ku habboonay in la soo bandhigay gameedev. - wax soo saarka AI si ay u isticmaali karaa warshadaha RPG-ka. Waayo, warshadaha beta-test waa wax soo saarka adeegga ah: dhismaha caadiga ah, wax soo saarka real, oo ku yaalaa ku saabsan xawaaraha our. Fortune Folly Qalabka ah? Waayo, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. Waayo, waxaa loo isticmaali karaa data Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay. Qalabka Sidaa waxaa loo yaabaa in la Markaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. data-poisoning problem Marka: Takeaway ChatGPT waa mid ka mid ah qaabka ugu horeysay ee ay ka mid ah "substitution." Waxaa la heli karaa sida adeeg ah in oo dhan, laakiin in ay ku yaalaa, waa adeeg ah in la habka ah. Sida loo yaqaan 'A Future is a Marka aad u isticmaali karaa in aad u isticmaali karaa in aad u isticmaali karaa in aad isticmaali karaa in aad isticmaali karaa in aad isticmaali karaa. interface Dhammaan "dhammaan korontada" waxaa ka mid ah ka mid ah in la soo saarka : scrapers oo ku yaalaa data in real-time, model reviewers oo loo yaalaa iyo wax soo saarka, iyo models adeegga oo ku yaalaa this wax soo saarka. fabric of machine learning systems Sida loo yaabaa, waxaan ka mid ahaysaa in ay ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka iyo wax soo saarka ah oo ka mid ah wax soo saarka iyo wax soo saarka. Markaas oo ka mid ah in ay ka mid ah dhismaha, waxaan ka mid ah ka mid ah dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha iyo dhismaha. Markaas ka mid ah: AI may replace tasks, but it’s nowhere close to replacing people.
