#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
#idioms
💥Let the 'side down (BrE)
○to disappoint your
family, friends, team, etc. by not being as
successful as they expect, or not helping or
supporting them.
☆ John would never let the side down.
☆ I knew I was letting the side down (=
disappointing my family, etc.) by not going to
college.
#idioms
💥Water off a duck's back
○criticism or unpleasant things have no effect on someone; they don't take it personally.
▪️ No matter how much they criticize her, it's like water off a duck's back — she just keeps going.
▪️ He laughed off all the negative comments, letting them be water off a duck's back.
#idioms
💥A BOOTLICKER
🔅Someone who flatters or obeys others in power to gain favour.
▪️Jeff is such a bootlicker, always agreeing with the boss no matter what.
#idioms
☆Crunch time
•The period of time just before a project has to be completed and everyone has to work hard .
●I’m not getting much sleep these days,
because it’s crunch time at work.
#idioms
☆Run on fumes
•To continue to stay awake when feeling exhausted .
●I really have to take a nap now. I haven’t slept for twenty hours and I’m
running on fumes.
#idioms
⚜Turn the clock back
●to return to a situation that existed in the past; to return to
old-fashioned methods or ideas.
●This new law is
an attempt to turn the clock back.
#idioms
💥 leave sb to their own devices
▪️to leave sb alone to do as they wish.
🔅Once I’ve explained things to him I tend to leave him to his own devices.
#Idioms
💢To pull out all the stops
♠️To make every possible effort to get something done
Ex:- The company pulled out all the stops to advertise their new product.
#idioms
💥in a bind | fix | jam
⚜If someone is in a bind, or in a jam, or in a fix, they're in a bad or difficult situation.
⚡️Jimmy's in a bind because he owes a lot of money to some mafia guys, and he hasn't got it.