Matthew Gunton – Medium

Matthew Gunton

Published in
Towards Data Science

LoRA Fine-Tuning On Your Apple Silicon MacBook

Let’s Go Step-By-Step Fine-Tuning On Your MacBook

Nov 20

LoRA Fine-Tuning On Your Apple Silicon MacBook

Nov 20

Published in
Towards Data Science

Building a Convolutional Neural Network (CNNs) from Scratch

Line-by-Line, Let’s Build a ResNet Classifier on the MNIST-Fashion Dataset

Nov 5

Building a Convolutional Neural Network (CNNs) from Scratch

Nov 5

Published in
Towards Data Science

Using Vector Steering to Improve Model Guidance

Exploring the Research on Vector Steering and Coding Up an Implementation

Oct 22

Using Vector Steering to Improve Model Guidance

Oct 22

Published in
Towards Data Science

How to Improve Model Quality Without Building Larger Models

Going into the Google DeepMind’s “Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters”

Oct 8

How to Improve Model Quality Without Building Larger Models

Oct 8

Published in
Towards Data Science

Line-By-Line, Let’s Reproduce GPT-2: Section 3 — Training

This blog post will go line-by-line through the code in Section 3 of Andrej Karpathy’s “Let’s reproduce GPT-2 (124M)”

Sep 3

Line-By-Line, Let’s Reproduce GPT-2: Section 3 — Training

Sep 3

Published in
Towards Data Science

Line-By-Line, Let’s Reproduce GPT-2: Section 2 — Hardware Optimization

This blog post will go line-by-line through the hardware optimizations in Section 2 of Andrej Karpathy’s “Let’s reproduce GPT-2 (124M)”

Jul 31

Line-By-Line, Let’s Reproduce GPT-2: Section 2 — Hardware Optimization

Jul 31

Published in
Towards Data Science

Line By Line, Let’s Reproduce GPT-2: Section 1

This blog post will go line-by-line through the code in Section 1 of Andrej Karpathy’s “Let’s reproduce GPT-2 (124M)”

Jul 23

Line By Line, Let’s Reproduce GPT-2: Section 1

Jul 23

Published in
Towards Data Science

Exploring Medusa and Multi-Token Prediction

This blog post will go into detail on the “MEDUSA: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads” paper

Jul 10

Exploring Medusa and Multi-Token Prediction

Jul 10

Published in
Towards Data Science

Diving Deep into AutoGen and Agentic Frameworks

This blog post will go into the details of the “AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation” paper

Jun 28

Diving Deep into AutoGen and Agentic Frameworks

Jun 28

Published in
Towards AI

Understanding Mamba and Selective State Space Models (SSMs)

This blog post will go in detail on the “Mamba: Linear-Time Sequence Modeling with Selective State Spaces” paper

Jun 24

Understanding Mamba and Selective State Space Models (SSMs)

Jun 24

Matthew Gunton

Matthew Gunton

Hi, my name is Matthew Gunton. I like talking about the latest ways technology can be used to improve the world

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