#jupyter_notebook#ai#artificial_intelligence#chatgpt#deep_learning#from_scratch#gpt#language_model#large_language_models#llm#machine_learning#python#pytorch#transformer
You can learn how to build your own large language model (LLM) like GPT from scratch with clear, step-by-step guidance, including coding, training, and fine-tuning, all explained with examples and diagrams. This approach mirrors how big models like ChatGPT are made but is designed to run on a regular laptop without special hardware. You also get access to code for loading pretrained models and fine-tuning them for tasks like text classification or instruction following. This helps you deeply understand how LLMs work inside and lets you create your own functional AI assistant, gaining practical skills in AI development[1][2][3][4].
https://github.com/rasbt/LLMs-from-scratch
🐄🐄 𝘿𝙄𝙂𝙀𝙎𝙏𝙄𝙊𝙉 𝙄𝙉 🐄𝙍𝙐𝙈𝙄𝙉𝘼𝙉𝙏𝙎 🐄🐮
👉All herbivores (plant-eating mammals) are called ruminants.
👉They rechew the cud to break down plant matter and stimulate digestion.
👉The stomach is divided into four chambers- rumen, reticulum, omasum, and abomasum.
🐄🐮 𝙋𝙧𝙤𝙘𝙚𝙨𝙨 𝙊𝙛 𝘿𝙞𝙜𝙚𝙨𝙩𝙞𝙤𝙣 🐄🐮
👉Ruminants quickly swallow the food and store it in the rumen.
👉Once the rumen is filled, food is passed into the second chamber (reticulum).
👉In the reticulum, digestive juices partially digest the food.
👉Partially digested food is called cud.
👉Now when mammals are resting, bring the cud back into the mouth for rechewing.
👉After cud is chewed food is passed to the omasum and the abomasum.
👉Symbiotic bacteria in the caecum brought complete digestion of cellulose.
#digestion
https://t.me/starvetbooks