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Mahwiz Khalil

mahwizzzz

https://topmate.io/mahwiz

AI & ML interests

Low-Resource NLP

Recent Activity

published a dataset 2 days ago

mahwizzzz/tiny-llama-urdu-ds

updated a model 2 days ago

mahwizzzz/CAT

reacted to Kseniase's post with 👍 2 days ago

12 Foundational AI Model Types Let’s refresh some fundamentals today to stay fluent in the what we all work with. Here are some of the most popular model types that shape the vast world of AI (with examples in the brackets): 1. LLM - Large Language Model (GPT, LLaMA) -> https://huggingface.co/papers/2402.06196 + history of LLMs: https://www.turingpost.com/t/The%20History%20of%20LLMs It's trained on massive text datasets to understand and generate human language. They are mostly build on Transformer architecture, predicting the next token. LLMs scale by increasing overall parameter count across all components (layers, attention heads, MLPs, etc.) 2. SLM - Small Language Model (TinyLLaMA, Phi models, SmolLM) https://huggingface.co/papers/2410.20011 Lightweight LM optimized for efficiency, low memory use, fast inference, and edge use. SLMs work using the same principles as LLMs 3. VLM - Vision-Language Model (CLIP, Flamingo) -> https://huggingface.co/papers/2405.17247 Processes and understands both images and text. VLMs map images and text into a shared embedding space or generate captions/descriptions from both 4. MLLM - Multimodal Large Language Model (Gemini) -> https://huggingface.co/papers/2306.13549 A large-scale model that can understand and process multiple types of data (modalities) — usually text + other formats, like images, videos, audio, structured data, 3D or spatial inputs. MLLMs can be LLMs extended with modality adapters or trained jointly across vision, text, audio, etc. 5. LAM - Large Action Model (InstructDiffusion, RT-2) -> https://huggingface.co/papers/2412.10047 Understands and generates action sequences by predicting action tokens (discrete/continuous instructions) that guide agents. Trained on behavior datasets, LAMs generalize across tasks, environments, and modalities - video, sensor data, etc. Read about LRM, MoE, SSM, RNN, CNN, SAM and LNN below👇 Also, subscribe to the Turing Post: https://www.turingpost.com/subscribe

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mahwizzzz's activity

commented a paper about 2 months ago

SoundStorm: Efficient Parallel Audio Generation

Paper • 2305.09636 • Published May 16, 2023 • 13 •

New activity in nvidia/audio-flamingo-2 3 months ago

Numpy version

#1 opened 3 months ago by

moulichand

New activity in mahwizzzz/UrduLegal 3 months ago

Update README.md

#2 opened 5 months ago by

mahwizzzz

New activity in mahwizzzz/UrduNER 3 months ago

Adding `safetensors` variant of this model

#1 opened almost 2 years ago by

SFconvertbot

New activity in mahwizzzz/UrduClassification 3 months ago

Adding `safetensors` variant of this model

#1 opened almost 2 years ago by

SFconvertbot

New activity in mahwizzzz/LlamaClassification 3 months ago

Adding `safetensors` variant of this model

#1 opened about 1 year ago by

SFconvertbot

New activity in mahwizzzz/UAT 3 months ago

[bot] Conversion to Parquet

#1 opened 4 months ago by

parquet-converter

New activity in mahwizzzz/NID_tr 5 months ago

Adding `safetensors` variant of this model

#1 opened 7 months ago by

SFconvertbot

New activity in mahwizzzz/UrQIA about 1 year ago

Librarian Bot: Add language metadata for dataset

#2 opened about 1 year ago by

librarian-bot

New activity in 2DamnWav/speech-t5-ur about 1 year ago

اردو زبان

#1 opened about 1 year ago by

AamirFarooq

New activity in mahwizzzz/UrduOPT-2.7b-lora over 1 year ago

Librarian Bot: Add base_model information to model

#1 opened over 1 year ago by

librarian-bot

New activity in mahwizzzz/UrduClassification over 1 year ago

Librarian Bot: Add base_model information to model

#3 opened over 1 year ago by

librarian-bot

New activity in mahwizzzz/RomanUrduClassification over 1 year ago

Adding `safetensors` variant of this model

#1 opened over 1 year ago by

SFconvertbot

Librarian Bot: Add base_model information to model

#2 opened over 1 year ago by

librarian-bot

New activity in mahwizzzz/UrduNER almost 2 years ago

Adding `safetensors` variant of this model

#2 opened almost 2 years ago by

SFconvertbot

New activity in mahwizzzz/UrduClassification almost 2 years ago

Adding `safetensors` variant of this model

#2 opened almost 2 years ago by

SFconvertbot

New activity in mahwizzzz/UrduParaphraseBERT almost 2 years ago

Adding `safetensors` variant of this model

#1 opened almost 2 years ago by

SFconvertbot

New activity in anzorq/finetuned_diffusion over 2 years ago

Update app.py

#14 opened over 2 years ago by

mahwizzzz