Paper: EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks (Tan et al., 2019) Imagine you are building a factory that […]
EfficientNet Made Easy: Accuracy Through Principled Scaling Read More »
Imagine hiring a new teammate who can search the web, write code, call APIs, and make decisions without asking for
How to Evaluate Agentic Systems: Methods, Metrics, and Best Practices Read More »
Imagine trying to deliver a single cup of coffee by sending an entire coffee shop to a customer’s home. That
ONNX Runtime Compaction: How to Make Browser ML Fast, Lightweight, and Practical Read More »
ONNX (Open Neural Network Exchange) is a standard, open-source format for representing machine learning models as a computation graph. In
Deploying ONNX Models Made Easy: A Practical Step-by-Step Tutorial Read More »
This article is a system-design blueprint for a YouTube-like recommender: how it serves results in milliseconds, how it learns from
ML System Design Case Study: YouTube Video Recommendation Engine Read More »
Imagine you have just built a high-performance race car engine (your Large Language Model). It is powerful, loud, and capable
LLM Deployment: A Strategic Guide from Cloud to Edge Read More »
This guide provides a comprehensive overview of the machine learning (ML) project lifecycle, designed to align stakeholder expectations with the
A Stakeholder’s Guide to the Machine Learning Project Lifecycle Read More »
Imagine you’re a master chef. You wouldn’t just throw ingredients into a pot; you’d meticulously craft a recipe, organize your
From Prompts to Production: The MLOps Guide to Prompt Life-Cycle Read More »
While Large Language Models (LLMs) offer powerful capabilities, deploying them in production introduces complex challenges across technical, operational, security, ethical,
The Real Cost of LLMs: Challenges from Research to Production Read More »
Large Language Models (LLMs) offer immense potential, but they also come with several challenges: Technical Challenges Accuracy and Factuality: Bias
What are the Challenges of Large Language Models? Read More »
