Build a Reasoning Model (MEAP 2) by Sebastian Raschka (.ePUB)+

File Size: 16.6 MB

Build a Reasoning Model (From Scratch) (MEAP 2) by Sebastian Raschka
Requirements: .ePUB, .PDF reader, 16.6 MB
Overview: Understand LLM reasoning by creating your own reasoning model–from scratch! LLM reasoning models have the power to tackle truly challenging problems that require finding the right path through multiple steps. In Build A Reasoning Model (From Scratch) you’ll learn how to build a working reasoning model from the ground up. You will start with an existing pre-trained LLM and then implement reasoning-focused improvements from scratch. In Build a Reasoning Model (From Scratch), acclaimed ML research engineer Sebastian Raschka takes you inside the black box of reasoning-enhanced LLMs. You’ll start with a compact, pre-trained base model that runs on consumer hardware, then upgrade it step-by-step to tackle ever-more difficult problems and scenarios. You’ll measure its performance, add reasoning at inference time without training, and then improve it further with reinforcement learning. By the end of the book, you’ll have a small but capable reasoning stack built from the ground up! For readers who know Python and have some knowledge of Machine Learning. You won’t need any specialist hardware. The examples will run on a standard laptop, although using cloud GPUs can make training faster.
Genre: Non-Fiction > Tech & Devices

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