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Amirhosein Akbari developed and enhanced educational resources on large language models in the SharifiZarchi/Introduction_to_Machine_Learning repository over a two-month period. He created a comprehensive LaTeX slide deck covering foundational machine learning concepts, with a focus on parameter-efficient fine-tuning techniques such as Adapters, LoRA, and ULMFiT. His work included technical writing, presentation development, and the integration of visuals and references to support onboarding and project scoping. By updating slides with new images and revised text, Amirhosein improved the clarity and depth of LLM concepts, resulting in a centralized, reusable resource for team knowledge transfer and future machine learning initiatives.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

2Total
Bugs
0
Commits
2
Features
2
Lines of code
1,029
Activity Months2

Work History

December 2024

1 Commits • 1 Features

Dec 1, 2024

December 2024: Delivered an enhanced Large Language Models (LLM) presentation slide in the SharifiZarchi/Introduction_to_Machine_Learning repository. Updated the LaTeX slide with new images and revised text to provide a more comprehensive overview of LLM concepts and architectures.

November 2024

1 Commits • 1 Features

Nov 1, 2024

November 2024 monthly delivery: Created and delivered the LLM Foundations and PEFT Slide Deck in the SharifiZarchi/Introduction_to_Machine_Learning repo. The deck covers foundational concepts of language models, specifics of LLMs, and parameter-efficient fine-tuning (PEFT) techniques including Adapters, Compacters, BitFit, LoRA, QLoRA, Prefix Tuning, and ULMFiT, with visuals and references to support onboarding, stakeholder communication, and project scoping.

Activity

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Quality Metrics

Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance100.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

LaTeX

Technical Skills

Machine Learning ConceptsNatural Language ProcessingPresentation DevelopmentTechnical DocumentationTechnical Writing

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

SharifiZarchi/Introduction_to_Machine_Learning

Nov 2024 Dec 2024
2 Months active

Languages Used

LaTeX

Technical Skills

Machine Learning ConceptsNatural Language ProcessingPresentation DevelopmentTechnical DocumentationTechnical Writing