Muhammad Arham

MS @ UAlberta · Reinforcement Learning · ML Engineer

Blog

2025 8
2023 18

2025

Building LLM agents to validate LangGraph tool use and structured API responses Permalink

Automated RAG pipeline evaluation and benchmarking with RAGAS Permalink

Validating OS-compatibility for locally-run LLMs using Ollama with CI/CD matrix workflows Permalink

Real-time synthetic data generation for LLM training with CircleCI workflows Permalink

Hyperparameter tuning for LLMs using CircleCI matrix workflows Permalink

Automated version control for LLMs using DVC and CI/CD Permalink

CI/CD preprocessing pipelines in LLM applications Permalink

Build Your Agents from Scratch Permalink

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2023

Understanding Classification Metrics – Your Guide to Assessing Model Accuracy Permalink

Diving into the Pool – Unraveling the Magic of CNN Pooling Layers Permalink

Unveiling Neural Magic – A Dive into Activation Functions Permalink

Linear Regression from Scratch with NumPy Permalink

From Zero to Hero – Create Your First ML Model with PyTorch Permalink

WavJourney – A Journey into the World of Audio Storyline Generation Permalink

PyTorch Tips to Boost Your Productivity Permalink

Text-2-Video Generation – Step-by-Step Guide Permalink

Pandas – How to One-Hot Encode Data Permalink

Exploring Python’s zip() Function: Simplifying Iteration and Data Combination Permalink

Logistic Regression: Intuition & Implementation Permalink

Google’s Deblur AI: Sharpify your Images Permalink

Stable Diffusion - Basic Intuition Behind Generative AI Permalink

Diffusers: Python Library for AI-Generated Images Permalink

PyTorch Custom Datasets: Making your own Dataloaders Permalink

Python Virtual Environments: The Why and How Permalink

Gorilla: Everything You Need to Know Permalink

AlexNet: Implementation from Scratch Permalink

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