#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
#анатомия#ноги#anatomy#legs
Quick Guide: Drawing Legs
1. Proportions
The leg is typically 4-4.5 times the height of a character's head (measured in "head" units).
The thigh (from the pelvis to the knee) and the shin (from the knee to the ankle) are approximately equal in length.
2. Basic Shapes
Thigh: Think of it as two connected cylinders or a cone tapering slightly from the pelvis. The outer thigh is rounder and more convex due to the muscles.
Knee: This is the central hinge. Simplify it into a cube or sphere, making sure the kneecap protrudes in the front.
Shin: This is the most voluminous part at the back. Simplify the shin into a cylinder that tapers toward the ankle. The calf muscles create a distinctive bulge at the back.
@anatomyarthub
#анатомия#ноги#anatomy#legs
Форма ног зависит от формы костей и мышц. Вы можете в этом убедиться, глядя на анатомические рисунки.
Наши ноги состоят из следующих костей:
1 — крестец;
2 — тазовая кость;
3 — бедренная кость;
4 — надколенник;
5 — малоберцовая кость;
6 — большеберцовая кость;
7 — кости стопы
Самый эффективный способ выучить анатомию ног, как вы помните— это нарисовать скелет ноги, а поверх нее (лучше другим цветом) мышцы. А будущем достаточно схематично обозначать построение ног и накидывать их основную форму
The shape of the legs depends on the shape of the bones and muscles. You can see this by looking at anatomical drawings.
Our legs are made up of the following bones:
1 - sacrum;
2 - pelvic bone;
3 - femur;
4 - patella;
5 - fibula;
6 - tibia;
7 - foot bones
The most effective way to learn the anatomy of the legs, as you remember, is to draw the skeleton of the leg, and on top of it (preferably in a different color) the muscles. In the future, it will be enough to schematically indicate the construction of the legs and outline their basic shape
Аяҡ формаһы һөйәк һәм мускул формаһына бәйле. Анатомик һүрәттәргә ҡарап, быға инана алаһығыҙ.
Аяҡтарыбыҙ түбәндәге һөйәктәрҙән тора:
1 - һигеҙенсе;
2 - янбаш һөйәге;
3 - бот һөйәге;
4 - быуын аҫты ҡунысы;
5 - бәләкәй һаҡаллы һөйәк;
6 - ҙур бурса һөйәге;
7 - табан һөйәктәре
Аяҡ анатомияһын өйрәтеүҙең иң һөҙөмтәле ысулы, иҫләйһегеҙме - ул аяҡ һөлдәһен һүрәтләү, ә уның өҫтөндә (иң яҡшыһы башҡа төҫ) мускулдар. Ә киләсәктә аяҡтарҙың төҙөлөшөн схемалы рәүештә билдәләп, уларҙың төп формаһын һалыу ҙа етә
@anatomyarthub