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Sulaiman Shamasna

Sulaiman Shamasna

Falcon 7B Fine-Tuning on GPU with LoRA

Fine-tuning large language models, such as Falcon 7B, can be a resource-intensive and complex task. Techniques like Low-Rank Adaptation…

4d ago

Falcon 7B Fine-Tuning on GPU with LoRA

4d ago

Sulaiman Shamasna

The Hugging Face Ecosystem

What started with Transformers has quickly grown into a whole ecosystem consisting of many libraries and tools to accelerate your NLP and…

Jun 20

The Hugging Face Ecosystem

Jun 20

Sulaiman Shamasna

RAG IV: Agentic RAG with LlamaIndex

Router Query Engine, Tool Calling, Agent Reasoning Loop, Multi-Document Agent.

Jun 12

RAG IV: Agentic RAG with LlamaIndex

Jun 12

Sulaiman Shamasna

The Realistic Picture of a Machine Learning Model Lifecycle

In an average organization today, the realistic picture of a machine learning model lifecycle involves many different people with…

Jun 5

The Realistic Picture of a Machine Learning Model Lifecycle

Jun 5

Sulaiman Shamasna

LLMOps: Automation and Orchestration of LLMs’ Workflows

Introduction to LLMOps, Data Pipelines, Data Warehouse, KubeFlow, Model Deployment, Monitoring, Fine-tuning …

Jun 4

LLMOps: Automation and Orchestration of LLMs’ Workflows

Jun 4

Sulaiman Shamasna

RAG I: Advanced Techniques with Chroma

Explore RAG from the basic idea into advanced techniques including Query Expansion, Cross-Encoder Re-ranking, and Query Adapters.

May 27

RAG I: Advanced Techniques with Chroma

May 27

Sulaiman Shamasna

The Maturity of an MLOps process

Manual ML pipelines, ML process automation and orchestration.

May 20

The Maturity of an MLOps process

May 20

Sulaiman Shamasna

Continuous Training

What is 𝗖𝗼𝗻𝘁𝗶𝗻𝘂𝗼𝘂𝘀 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴 (𝗖𝗧) in MLOps and what steps are needed to achieve it? This is illustrated in the diagram…

May 16

Continuous Training

May 16

Sulaiman Shamasna

GIT: Workflow and Essential Commands

Git is a systematic approach to managing and tracking changes in software development projects. It enables collaboration among team members…

May 10

GIT: Workflow and Essential Commands

May 10

Sulaiman Shamasna

CICD Pipeline for Machine Learning Model

How is 𝗖𝗜/𝗖𝗗 𝗽𝗿𝗼𝗰𝗲𝘀𝘀 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁 𝗳𝗼𝗿 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀 compared to 𝗥𝗲𝗴𝘂𝗹𝗮𝗿…

Apr 22

CICD Pipeline for Machine Learning Model

Apr 22

Sulaiman Shamasna

Sulaiman Shamasna

An experienced Data Scinetist and Machine Learning Engineer with main focus on LLMs & MLOps. In addition to a deep background in Philosophy, Physics, and Maths.

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