Complete Guide to LLM Quantization & Compression: Summary 1. Overview & Key Statistics Objective: Enable large-scale models (70B+) to run on standard gaming laptops or small GPU environ...

1. Overview of Multiprocessing Key Concepts Definition: A technique that replicates processes to run independently within separate memory spaces. Structure: Each process independently maintai...

Introduction to Asyncio The Paradigm Shift in Concurrent Programming The Paradigm Shift in Concurrent Programming Traditionally, concurrent programming has been achieved by utilizing multiple thr...

How to Choose the Right LLM Choosing an LLM isn’t about finding the “best” model, but the “right” one for your specific task. 1. Step One: Drill into Business Requirements Before looking at mode...

The First Machine Learning Project for everyone Background This project is based on the first ML algorithm introduced in my favorite Korean machine learning book (ISBN: 9791158393229). The algori...

Before begin In PyTorch, they call all 1D, 2D, 3D a tensor. 1. Tensor Creation From Python List You can create a tensor directly from a standard Python list. import torch import numpy as np l...

How to make use of defaultdict(list)? A defaultdict is a specialized container found in Python’s built-in collections module. It works exactly like a standard dictionary, but with one major advant...

1. Mathematical Definition Derivative Coefficient: This refers to the numerical value representing the rate of change of a function’s value at a specific point, or the slope of the tangent line ...