How to Fine Tune your own LLM using LoRA (on a CUSTOM dataset!)

Nicholas Renotte • June 9, 2025

Nicholas Renotte

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How to Fine Tune your own LLM using LoRA (on a CUSTOM dataset!)

Nicholas Renotte

About

Latest Posts

I tried getting LLMs to work together using ACP (Agent Communication Protocol)

I tried coding a LLM Crypto Trading Bot (to retire early $$$)

How to Build a MCP Server in 10 Minutes (for Stock Trading Agents)

Here's why I've been MIA from YouTube, and how you can help

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Essential LLM Fine-Tuning Gear

Skytech Legacy Gaming PC Desktop, Ryzen 7 9800X3D 4.7 GHz (5.2 GHz Turbo Boost), NVIDIA RTX 5080 16GB GDDR7, 1TB Gen4 SSD, 32GB DDR5 RAM 6000 RGB, 1000W Gold ATX 3.0 PSU, 360 ARGB AIO, Wi-Fi, Win 11

HP Victus 15.6&quot; 144Hz FHD Gaming Laptop, Intel i5-12450H, 32GB RAM, 1TB PCIe SSD, NVIDIA GeForce RTX 3050, Backlit Keyboard, HD Webcam, Win 11, Blue, 256GB Docking Station Set

HAJAAN CYCLONIA Liquid Cool Gaming PC | Intel i7 11700F 8-Core Processor Upto 4.9 GHz | GeForce RTX 3050 8GB GDDR6 | 32GB DDR4 RAM | 1TB SSD | 4TB HDD | WiFi Ready | Windows 11 Pro | Black

Dell G16 Gaming Laptop 7630-16-inch QHD+ 240Hz 3ms Display, Intel Core i9-13900HX, 32GB DDR5 RAM, 1TB SSD, NVIDIA GeForce RTX 4060 8GB GDDR6, Windows 11 Home, Onsite Service - Metallic Nightshade

Samsung 990 EVO Plus - 4TB PCIe Gen4. X4, Gen5. X2 NVMe 2.0 - M.2 Internal SSD, Speed Up to 7,250 MBs, Upgrade Storage for PC-Laptops, HMB Technology and Intelligent Turbowrite (MZ-V9S4T0B/AM)

SAMSUNG 870 EVO SATA SSD 500GB 2.5” Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E500B/AM [Canada Version]

SAMSUNG 870 EVO SATA III SSD 4TB 2.5” Internal Solid State Drive, Upgrade PC or Laptop Memory and Storage for IT Pros, Creators, Everyday Users, MZ-77E4T0B/AM [Canada Version]

SAMSUNG 990 PRO SSD 4TB PCIe Gen4 NVMe M.2 Internal Solid State Hard Drive, Up to 7,450MB/s, Heat Control, Direct Storage and Memory Expansion, MZ-V9P4T0B/AM [Canada Version]

Logitech G502 HERO High Performance Wired Gaming Mouse, HERO 25K Sensor, 25,600 DPI, RGB, Adjustable Weights, 11 Programmable Buttons, On-Board Memory, PC / Mac, Black

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HP Victus 15.6" 144Hz FHD Gaming Laptop, Intel i5-12450H, 32GB RAM, 1TB PCIe SSD, NVIDIA GeForce RTX 3050, Backlit Keyboard, HD Webcam, Win 11, Blue, 256GB Docking Station Set

USB C Docking Station Dual Monitor for Dell Hp,15-in-1 Laptop Docking Station 3 Monitors USB C Hub with Dual 4K HDMI,8K DP,Button,PD Charging,Ethernet,6 USB A&C,SD/TF, Audio USB-C Multiport Adapter

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