How LLMs Work: Tokens, Attention, Context Window, Temperature | GenAI ki Mahfil | EP 01
Maurya Evolves
0:00 / 0:00
How LLMs Work: Tokens, Attention, Context Window, Temperature | GenAI ki Mahfil | EP 01
92 просмотра · 2 нед. назад
Maurya Evolves
238 подписчиков
92 просмотра · 2 нед. назад
ChatGPT pe "Hi" likho, wo "Hello G" likhta hai… par andar actually hota kya hai? 🤔
GenAI ki Mahfil ke pehle episode mein hum LLM ko zero se samjhenge: pehle upar-upar se, phir double tap karke andar tak. Whiteboard, simple Hinglish, koi heavy maths nahi.
Is episode mein:
✔ Token kya hai (aur kyun "space" bhi ek token hai)
✔ LLM sirf ek kaam karta hai: next token predict karna
✔ Streaming: ChatGPT word-by-word kyun likhta hai
✔ Transformer ke andar: vector embedding, positional encoding, attention, feed forward, softmax
✔ Context window, lambi chat mein hallucination, aur bada context window = zyada kharcha kyun
✔ Temperature: model kab "apne mann ka maalik" ban jaata hai
⏱️ Timeline
0:00 Intro + shayari: GenAI ki Mahfil, attempt #2
0:30 Aaj kya seekhenge?
0:46 Text → Token → LLM → next token (the big picture)
2:10 ChatGPT pe "Hi" → "Hello G" kaise bana?
2:51 Streaming kya hai?
3:12 Kuch zaroori terms: Token kya hai?
3:55 LLM kya hai?
4:24 Tokenization
4:57 Transformer ke andar
5:27 Vector embedding (cat, dog aur vector space)
6:31 Positional encoding: "cat eat dog" vs "dog eat cat"
7:24 Attention & Feed Forward
7:47 Attention: "river bank" vs "ICICI bank"
8:44 Feed forward: refining
9:02 Output vector + softmax = next token
9:25 Zyada repeat = better model, par zyada cost
10:15 Context window kya hai?
11:05 Lambi chat mein model hallucinate kyun karta hai?
11:20 Bada context window = zyada kharcha (attention ki wajah se)
12:05 Poora Transformer ek baar mein
12:22 Temperature: low vs high
13:36 Recap: saare terms ek saath
14:56 Milte hain next episode mein!
📺 GenAI ki Mahfil: Generative AI ko simple Hinglish mein samajhne ki ek mahfil. Har episode mein ek topic, whiteboard pe, zero se.
👉 Agla episode miss na ho: Subscribe karo aur 🔔 dabao.
💬 Comment mein batao: agle episode mein kya samjhein?
#GenAIkiMahfil #LLM #GenerativeAI #ChatGPT #AIinHindi #Transformers #MachineLearning #LearnAI #HindiTech #GenAIkiMahfil #LLM #AIinHindi