I Trained an LLM to Think Deeper (Here's How)

Adam Lucek February 24, 2025
Video Thumbnail
Adam Lucek Logo

Adam Lucek

@adamlucek

About

teach them to long for the endless immensity of the sea For inquiries, refer to the email in my links section.

Video Description

Turns out reinforcement learning is all you need Check out my prior video on RL: https://youtu.be/qTY4Rr-x5q0?si=pgTpw9r9xwkuZJM6 Resources: Code: https://github.com/ALucek/GRPO-Training/tree/main Model: https://huggingface.co/AdamLucek/Qwen2.5-3B-Instruct-GRPO-2K-GSM8K DeepSeek-R1 Paper: https://arxiv.org/pdf/2501.12948 DeepSeek Math Paper: https://arxiv.org/pdf/2402.03300 Unsloth Reasoning Blog: https://unsloth.ai/blog/r1-reasoning Willccbb’s GRPO Demo: https://gist.github.com/willccbb/4676755236bb08cab5f4e54a0475d6fb Chapters: 00:00 - LLM Reasoning 01:44 - PPO Context 05:07 - GRPO Algorithm 07:24 - DeepSeek-R1-Zero Training 10:41 - DeepSeek-R1 Training 14:41 - Training: Model Loading 19:17 - Training: Dataset Prep 21:24 - Training: Reward Functions 23:11 - Training: GRPO Trainer 24:05 - Training: Outcome and Inference #ai #datascience #programming

Upgrade Your AI Learning Today

AI-recommended products based on this video

Loading...
EZDIY-FAB RTX 3000 Series 12 Pin to Dual 8 Pin PCIe Sleeved Extension Cable 300 MM- Connector for NVIDIA Ampere GEFORCE RTX 3060ti 3070 3080 FE Funder Edition- White

EZDIY-FAB RTX 3000 Series 12 Pin to Dual 8 Pin PCIe Sleeved Extension Cable 300 MM- Connector for NVIDIA Ampere GEFORCE RTX 3060ti 3070 3080 FE Funder Edition- White

(122)
$15.99
FREE delivery Mon, Feb 16 on your first order
Loading...
ASUS ROG Strix G16 Gaming Laptop, GeForce RTX 5070 Ti 12GB GDDR7, AMD Ryzen 9 8940HX, 64GB DDR5, 2TB SSD, Backlit Keyboard, Wi-Fi 6E, 16" WUXGA 165Hz Display, Win 11, Gray, 1TB Docking Station Set

ASUS ROG Strix G16 Gaming Laptop, GeForce RTX 5070 Ti 12GB GDDR7, AMD Ryzen 9 8940HX, 64GB DDR5, 2TB SSD, Backlit Keyboard, Wi-Fi 6E, 16" WUXGA 165Hz Display, Win 11, Gray, 1TB Docking Station Set

(10)
$4,269.00
FREE delivery Feb 24 - Mar 5
Loading...
Lenovo Legion Pro 5 16" WQXGA 165Hz Gaming Laptop, AMD Ryzen 9 9955HX, GeForce RTX 5070, 32GB DDR5, 3TB Storage (2TB SSD+1TB Docking Station Set), 24-Zone RGB Backlit Keyboard, WiFi 7, Win 11, Black

Lenovo Legion Pro 5 16" WQXGA 165Hz Gaming Laptop, AMD Ryzen 9 9955HX, GeForce RTX 5070, 32GB DDR5, 3TB Storage (2TB SSD+1TB Docking Station Set), 24-Zone RGB Backlit Keyboard, WiFi 7, Win 11, Black

(2)
$3,199.00
FREE delivery Feb 24 - Mar 5
Loading...
GEEKOM A7 Max Mini PC (Flagship Level Performance), AMD Ryzen 9 7940HS (Up to 5.2GHz),Mini Computer 16GB DDR5 RAM and 1TB PCIe 4.0 SSD, Windows 11 Pro, Quad 8K Display, USB4, Dual 2.5G LAN, Wi-Fi 6E

GEEKOM A7 Max Mini PC (Flagship Level Performance), AMD Ryzen 9 7940HS (Up to 5.2GHz),Mini Computer 16GB DDR5 RAM and 1TB PCIe 4.0 SSD, Windows 11 Pro, Quad 8K Display, USB4, Dual 2.5G LAN, Wi-Fi 6E

(115)
$1,199.00
FREE delivery Sat, Jan 3
Loading...
GEEKOM A8 AI Mini PC (3-Year Quality Support) with AMD Ryzen 9 8945HS Mini Computers, 32GB DDR5 RAM&2TB M.2 2280 NVMe Gen4*4 SSD, Windows 11 Pro Mini Desktop, WiFi 6E/BT5.2/USB4/8K/Quad Display

GEEKOM A8 AI Mini PC (3-Year Quality Support) with AMD Ryzen 9 8945HS Mini Computers, 32GB DDR5 RAM&2TB M.2 2280 NVMe Gen4*4 SSD, Windows 11 Pro Mini Desktop, WiFi 6E/BT5.2/USB4/8K/Quad Display

(215)
$1,159.40
FREE delivery Sun, Aug 10
Loading...
Crucial 64GB DDR5 RAM, 5600MHz (or 5200MHz or 4800MHz) Desktop Memory Kit, UDIMM 288-Pin, Compatible with 13th Gen Intel Core and AMD Ryzen 7000 - CT2K32G56C46U5

Crucial 64GB DDR5 RAM, 5600MHz (or 5200MHz or 4800MHz) Desktop Memory Kit, UDIMM 288-Pin, Compatible with 13th Gen Intel Core and AMD Ryzen 7000 - CT2K32G56C46U5

(2,409)
$181.38
FREE delivery Mon, Aug 11
Loading...
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 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)

(1,811)
$359.99$341.99
FREE delivery Tue, Jun 17
100+ bought in past month
Loading...
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 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]

(41,678)
$74.97
FREE delivery Wed, Jun 18
400+ bought in past month
Loading...
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 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]

(41,656)
$399.97
FREE delivery Tue, Jun 17
100+ bought in past month
Loading...
SAMSUNG EVO Select Micro SD-Memory-Card + Adapter, 128GB microSDXC 160MB/s Full HD & 4K UHD, UHS-I, U3, A2, V30, for Android Smartphones, Tablets, Nintendo-Switch (MB-ME128SA/AM) [Canada Version]

SAMSUNG EVO Select Micro SD-Memory-Card + Adapter, 128GB microSDXC 160MB/s Full HD & 4K UHD, UHS-I, U3, A2, V30, for Android Smartphones, Tablets, Nintendo-Switch (MB-ME128SA/AM) [Canada Version]

(12,472)
$19.99$18.59
FREE delivery Sun, Aug 10 on your first order
400+ bought in past month
Loading...
Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black
Best Seller

Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black

(17,871)
$27.98$22.38
FREE delivery Tue, Oct 14 on your first order
500+ bought in past month
Loading...
Logitech G305 Lightspeed Wireless Gaming Mouse, Hero 12K Sensor, 12,000 DPI, Lightweight, 6 Programmable Buttons, 250h Battery Life, On-Board Memory, PC/Mac - Black

Logitech G305 Lightspeed Wireless Gaming Mouse, Hero 12K Sensor, 12,000 DPI, Lightweight, 6 Programmable Buttons, 250h Battery Life, On-Board Memory, PC/Mac - Black

(35,879)
$49.99$44.99
FREE delivery Mon, Jan 26
1K+ bought in past month
Loading...
Dell 24 Monitor - SE2425HM - 23.8-inch Full HD (1920x1080) 16:9 100Hz Display, IPS Panel, 16.70 Million Colors, Anti-Glare, 1 HDMI / 1 VGA Port, TÜV Rheinland 3-Star*, Comfortview Plus - Black

Dell 24 Monitor - SE2425HM - 23.8-inch Full HD (1920x1080) 16:9 100Hz Display, IPS Panel, 16.70 Million Colors, Anti-Glare, 1 HDMI / 1 VGA Port, TÜV Rheinland 3-Star*, Comfortview Plus - Black

(169)
$119.99$103.99
FREE delivery Tue, Oct 7
300+ bought in past month
Loading...
Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, TÜV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White

Dell S2425HS Monitor - 23.8 Inch, FHD (1920x1080) Display, 100Hz Refresh Rate 1500:1 Contrast Ratio, TÜV Rheinland Eye Comfort 4 Star, Integrated 2x5W Speaker, Height/Tilt/Swivel/Pivot - Ash White

(15)
$139.99
FREE delivery Tue, Oct 7
300+ bought in past month
Loading...
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

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

(1,359)
$67.98
FREE delivery Sun, Aug 24
100+ bought in past month
Loading...
Dell 24 Monitor - P2425H EPEAT

Dell 24 Monitor - P2425H EPEAT

(57)
$239.99$189.05
FREE delivery Tue, Oct 7
50+ bought in past month
Loading...
Anker USB C Charger Cable (6ft 100W, 2Pack), USB 2.0 Type C Fast Charging Cable for iPhone 15 / 15Pro / 15Plus / 15ProMax MacBook Pro 2020, iPad Pro 2020, iPad Air 4, Samsung Galaxy S23+/S23 Ultra ClimatePartner certified

Anker USB C Charger Cable (6ft 100W, 2Pack), USB 2.0 Type C Fast Charging Cable for iPhone 15 / 15Pro / 15Plus / 15ProMax MacBook Pro 2020, iPad Pro 2020, iPad Air 4, Samsung Galaxy S23+/S23 Ultra ClimatePartner certified

(44,904)
$17.99
FREE delivery Wed, Aug 20 on your first order
6K+ bought in past month
Loading...
Anker USB C Cable, [2-Pack, 6 ft] Type C Charger Premium Nylon USB Cable, USB A to Type C Charging Cable Fast Charge for Samsung Galaxy S10 S10+ / Note 8, LG V20 and Other USB C Charger (Black)

Anker USB C Cable, [2-Pack, 6 ft] Type C Charger Premium Nylon USB Cable, USB A to Type C Charging Cable Fast Charge for Samsung Galaxy S10 S10+ / Note 8, LG V20 and Other USB C Charger (Black)

(103,365)
$13.49
5K+ bought in past month
Loading...
Anker Nano USB C Wall Charger,45W Fast Charging Smart Display Charger,with 180°Foldable Plug,Smart Recognition,Built-in Care Mode,for iPhone17/16/15 (Non-Battery,One USB-C Port,No Cable Included) ClimatePartner certified

Anker Nano USB C Wall Charger,45W Fast Charging Smart Display Charger,with 180°Foldable Plug,Smart Recognition,Built-in Care Mode,for iPhone17/16/15 (Non-Battery,One USB-C Port,No Cable Included) ClimatePartner certified

(698)
$39.99
FREE delivery Wed, Mar 4
1K+ bought in past month
Loading...
Corsair RM1000e Fully Modular Low-Noise ATX Power Supply - Dual EPS12V Connectors - 105°C-Rated Capacitors - 80 Plus Gold Efficiency - Modern Standby Support - Black

Corsair RM1000e Fully Modular Low-Noise ATX Power Supply - Dual EPS12V Connectors - 105°C-Rated Capacitors - 80 Plus Gold Efficiency - Modern Standby Support - Black

(41)
$219.19$204.66
FREE delivery Oct 15 - 22
Loading...
NEW SteelSeries Arctis Nova 3 Multi-Platform Gaming Headset - Signature Arctis Sound - ClearCast Gen 2 Mic - PC, PS5/PS4, Xbox Series X|S, Switch, Mobile

NEW SteelSeries Arctis Nova 3 Multi-Platform Gaming Headset - Signature Arctis Sound - ClearCast Gen 2 Mic - PC, PS5/PS4, Xbox Series X|S, Switch, Mobile

(9,500)
$99.98$67.37
PrimeFREE delivery Sat, Jun 14
100+ bought in past month
Loading...
New SteelSeries Arctis Nova Pro for Xbox Multi-System Gaming Headset - Premium Hi-Fi Drivers - Hi-Res Audio - 360° Spatial - GameDAC Gen 2 - Quad-DAC - ClearCast Gen 2 Mic - Xbox, PC, PS5/PS4, Switch

New SteelSeries Arctis Nova Pro for Xbox Multi-System Gaming Headset - Premium Hi-Fi Drivers - Hi-Res Audio - 360° Spatial - GameDAC Gen 2 - Quad-DAC - ClearCast Gen 2 Mic - Xbox, PC, PS5/PS4, Switch

(517)
$209.41$122.65
PrimeFREE delivery Sat, Jun 14
Loading...
Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code

Freenove Ultimate Starter Kit for BBC micro bit (V2 Included), 316-Page Detailed Tutorial, 225 Items, 44 Projects, Blocks and Python Code

(382)
$94.95
PrimeFREE delivery Sat, Jun 14