5 18 31

Muhammad Imran Zaman PRO

ImranzamanML

https://www.kaggle.com/muhammadimran112233

AI & ML interests

Strategic Machine Learning Engineer

Recent Activity

published an article about 8 hours ago

Run GPT-OSS model locally with Docker!

posted an update about 9 hours ago

All key links to OpenAI open sourced GPT OSS models (117B and 21B) which are released under apache 2.0. Here is a quick guide to explore and build with them: Intro & vision: https://openai.com/index/introducing-gpt-oss Model specs & license: https://openai.com/index/gpt-oss-model-card/ Dev overview: https://cookbook.openai.com/topic/gpt-oss How to run via vLLM: https://cookbook.openai.com/articles/gpt-oss/run-vllm Harmony I/O format: https://github.com/openai/harmony Reference PyTorch code: https://github.com/openai/gpt-oss?tab=readme-ov-file#reference-pytorch-implementation Community site: https://gpt-oss.com/ Lets deep dive with OpenAI models now 😊 #OpenSource #AI #GPTOSS #OpenAI #LLM #Python #GenAI

posted an update 1 day ago

Finaly OpenAI is open to share open-source models after GPT2-2019. gpt-oss-120b gpt-oss-20b https://huggingface.co/openai/gpt-oss-120b #AI #GPT #LLM #Openai

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published an article about 8 hours ago

Article

Run GPT-OSS model locally with Docker!

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about 8 hours ago

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posted an update about 9 hours ago

Post

All key links to OpenAI open sourced GPT OSS models (117B and 21B) which are released under apache 2.0. Here is a quick guide to explore and build with them:

Intro & vision: https://openai.com/index/introducing-gpt-oss

Model specs & license: https://openai.com/index/gpt-oss-model-card/

Dev overview: https://cookbook.openai.com/topic/gpt-oss

How to run via vLLM: https://cookbook.openai.com/articles/gpt-oss/run-vllm

Harmony I/O format: https://github.com/openai/harmony

Reference PyTorch code: https://github.com/openai/gpt-oss?tab=readme-ov-file#reference-pytorch-implementation

Community site: https://gpt-oss.com/

Lets deep dive with OpenAI models now 😊

#OpenSource #AI #GPTOSS #OpenAI #LLM #Python #GenAI

posted an update 1 day ago

Post

2347

Finaly OpenAI is open to share open-source models after GPT2-2019.
gpt-oss-120b
gpt-oss-20b

openai/gpt-oss-120b

#AI #GPT #LLM #Openai

1 reply

commented on Fine-Tuning 1B LLaMA 3.2: A Comprehensive Step-by-Step Guide with Code 5 days ago

@Sheikhaei look at this line:
answer = answer[0].split("### Response:")[-1]

look deeply by printing "answer"

posted an update 5 days ago

Post

281

Working of Transformer model layers!

I focused on showing the core steps side by side with tokenization, embedding and the transformer model layers, each highlighting the self attention and feedforward parts without getting lost in too much technical depth.

Its showing how these layers work together to understand context and generate meaningful output!

If you are curious about the architecture behind AI language models or want a clean way to explain it, hit me up, I’d love to share!

#AI #MachineLearning #NLP #Transformers #DeepLearning #DataScience #LLM #AIAgents

posted an update 9 days ago

Post

1627

Hugging Face just made life easier with the new hf CLI!
huggingface-cli to hf

With renaming the CLI, there are new features added like hf jobs. We can now run any script or Docker image on dedicated Hugging Face infrastructure with a simple command. It's a good addition for running experiments and jobs on the fly.

To get started, just run:
pip install -U huggingface_hub

List of hf CLI Commands

Main Commands
hf auth: Manage authentication (login, logout, etc.).
hf cache: Manage the local cache directory.
hf download: Download files from the Hub.
hf jobs: Run and manage Jobs on the Hub.
hf repo: Manage repos on the Hub.
hf upload: Upload a file or a folder to the Hub.
hf version: Print information about the hf version.
hf env: Print information about the environment.

Authentication Subcommands (hf auth)
login: Log in using a Hugging Face token.
logout: Log out of your account.
whoami: See which account you are logged in as.
switch: Switch between different stored access tokens/profiles.
list: List all stored access tokens.

Jobs Subcommands (hf jobs)
run: Run a Job on Hugging Face infrastructure.
inspect: Display detailed information on one or more Jobs.
logs: Fetch the logs of a Job.
ps: List running Jobs.
cancel: Cancel a Job.

hashtag#HuggingFace hashtag#MachineLearning hashtag#AI hashtag#DeepLearning hashtag#MLTools hashtag#MLOps hashtag#OpenSource hashtag#Python hashtag#DataScience hashtag#DevTools hashtag#LLM hashtag#hfCLI hashtag#GenerativeAI