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At Highload++, after Ira's talk on language models, there was a huge line of people wanting to ask questions. It seems like in 2023, everyone was talking about ChatGPT, but no one figured out what's under the hood of LLM. We caught Ira in the kotelov podcast studio to chat about her adventures in the world of Data Science — learned how she fine-tunes AI, figured out in what questions you can trust ChatGPT and learned how to hack a language model Valery Kotelov invited Irina Nikolaeva to visit — the lead of the ML direction at Raft, where she integrates LLM models into real products Voiceover of the intro — announcer, pitch coach Dmitry Chumak https://t.me/+uM_zjrPjiadmYTky Subscribe to incredible news, super vacancies and internships https://t.me/+MXmuoFyL5hxiOWVi Discuss the project https://t.me/kotelov_com Send CV [email protected] or https://kotelov.com/hr/ Merch store https://kotelov.com/merch/ Ira's cart - https://t.me/pansy_77 Blog companies https://habr.com/ru/companies/raft/ar... TG-channel Raft about AI - https://t.me/kokuykin https://huggingface.co/spaces/lmsys/c... Inside: 00:00 Start 01:23 How language models have changed: From T9 to ChatGPT 06:49 Where does the trend for LLM language models come from? 11:37 Can a neural network be a doctor? 17:11 Advantages of language models of large language models over other technologies 20:22 Turing test: how to understand that you are communicating with a neural network 22:56 How personal data can leak from a language model 27:46 Tuning a language model: what features can be attached to LLM 29:19 How one data scientist can assemble his own call center from neural networks 46:15 Transition from ChatGPT and Llama: the difference in the promting of language models 49:12 What is the difference between ChatGPT and Llama 50:04 Benchmarks for language models. How to understand which LLM model is better 51:37 Data protection using an LLM model 54:47 About LLM fine-tuning 56:32 Can ChatGPT leak data? 58:57 Implementation of LLM in real production 01:09:38 Optimization of existing language models 01:17:02 What education does Ira have 01:19:23 Does a data scientist need an education? #neuralnetwork #chatgpt #interview #chatgpt #llm #llama #chatgptplugins #neuralnetwork #promting #valerykotelov #kotelov #kotelov #chatbot #languagemodels