Mohammad Khalili
@m15khh
Ai Enginner | Researcher
boy to boy: If you’ve got the guts to spend your money, it means you’re rich. Otherwise... you’re sleeping on the floor. Now keep saying “I have a lot of money in my account” till morning. #Mindset #BrokeVsRich #MoneyTalks #HustleHard #FinancialFreedom #RichMindset #SpendSmart
There’s no weight heavier than lifting yourself up on the days you feel hopeless and broken. #MentalStrength #KeepGoing #SelfHealing #Resilience #Motivation #YouGotThis #NeverGiveUp
Just trained my model today using @ultralytics – incredibly smooth experience! Huge thanks to the team @ultralytics makes it possible for any engineer to train their own model as quickly as possible. No barriers, just results.#DeepLearning #Ultralytics #YOLO #MachineLearning
Today I labeled data with @Roboflow . It was impressive because they have an #AI tool for automatic labeling using Grounding DINO and SAM. Thanks to @Roboflow ! #AI #ComputerVision #DataLabeling #MachineLearning #GroundingDINO #SAM #Roboflow #Automation #DeepLearning #VisionAI
Today I labeled data with @Roboflow . It was impressive because they have an #AI tool for automatic labeling using Grounding DINO and SAM. Thanks to @Roboflow ! #AI #ComputerVision #DataLabeling #MachineLearning #GroundingDINO #SAM #Roboflow #Automation #DeepLearning #VisionAI

Boy to Boy: If you want #money, just master the #act — it’s all about pretending to know everything. #Skills don’t get you the #job, the #performance does.
Spend time on yourself. Making #money is an #art — learn it. Don’t waste your time. Make #money. Chasing girls? Just wasting time. Your only #savior is #money, period! Make #money so you can support your #family. MAKE MONEY!!!
Today I tested video #generation with @midjourney . The results are impressive. I created these two videos using character references, and they are very stable. thanks to #MidjourneyV7
media → AI money → crypto military → drones manufacturing → robots
Yesterday, I read the book Niche Down by @Lochhead . One of the concepts is that #economic_attention First, get #attention, and then eventually #monetize that attention.Focus on a specific but #creative idea. Your idea must be #unique and new.Instead of working in general areas

#Adapters and #lora Both are parameter-efficient fine-tuning (PEFT) techniques — but they use different strategies: #Adapters: add small new layers. #LoRA: add small low-rank updates to existing weight matrices.

WHAT THE FUCK! #PEFT (Parameters efficient fine-tuning) 3.6% of the parameters of #BERT for a task can yield comparable performance to fine-tuning all the model’s weights. REFRENCE: [1902.00751] Parameter-Efficient Transfer Learning for #NLP thanks to #adaptors for did this !
Learn a language with me for free! Duolingo is fun, and proven to work. Here’s my invite link: invite.duolingo.com/BDHTZTB5CWWKSQ… #Duolingo

one note about #PromptEngineering in #llms. is that when length of prompt is so long, #llms forget the middle of the #prompt! so is better determine main idea of your prompt in begining or ending of your prompt NOT in the middle of sentences!
#RlHF (reinforcement learning human feedback) is one of the crucial components of the #llms and also #diffusion models in practical modes. as I read about this area. #TRL is one of BEST repo can you create ur own LLMS with #RlHF! search #TRL in web for more info in github!


my status in #war between #Iran and #Israel Reading a Book (Hands-On Generative Ai with Transformers and Diffusion Models )I suggest to all #AI engineer to reading this book thanks to authors @osanseviero @pcuenq @johnowhitaker



If you're working on an #LLM for the English language #Gemma is one of the best choices!It's trained on an English corpus and performs better compared to #Qwen.#Qwen tends to have issues as sentence length increases,due to KV-cache handling, which can lead to CUDA out-of-memory
When you're doing something, give it your full attention. And think like a glass. A glass doesn’t scroll through Instagram! A glass doesn’t check the news! A glass isn’t waiting for a message from its lover! A glass is just... a glass! #attention #focusonashleyogle #concentrate
before decrease model 's price fix issue for down server today chatgpt doesn't work!
we dropped the price of o3 by 80%!! excited to see what people will do with it now. think you'll also be happy with o3-pro pricing for the performance :)