Three-Project Series

Build Your LLM and Fine-Tune it for Real Tasks, SOCRATIC

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prerequisites
Intermediate Python • Beginner PyTorch • Beginner Hugging Face • Beginner NLP & ML
skills learned
Building LLM architectures from scratch • Fine-tuning pre-trained LLMs for classification and code generation tasks • Tokenization and preprocessing of text data • Evaluating, optimizing, and running open-source LLMs offline
Tobias Zwingmann
3 weeks · 4-6 hours per week average · INTERMEDIATE

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team

5, 10 or 20 seats+ for your team - learn more


In this liveProject series, you’ll take on the role of a data scientist at X Education, tasked with building a self-hosted LLM to cut costs and boost productivity. You’ll code the Llama 3.2 architecture from scratch to master transformers, then work to fine-tune it for lead classification for the marketing team, and adapt it for HTML code generation to support your overworked developer colleagues. Using Unsloth to speed up training on free Colab GPUs, you’ll finish with a fully working LLM that’s flexible, efficient, and free from vendor lock-in.
These projects are designed for learning purposes and are not complete, production-ready applications or solutions.

here's what's included

Project 1 Build Your First LLM from Scratch, Socratic
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$29.99 $14.99
Fine-Tune an LLM for Code Generation - Tutored
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$29.99 $14.99
Fine-Tune an LLM for Text Classification - Tutored
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$29.99 $14.99
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Prerequisites

This liveProject is for intermediate Python programmers who understand both data processing and machine learning basics, and are keen to adapt these skills to creating and tuning Large Language Models. TOOLS Intermediate Python Basics of Google Colab Basics of Pandas Basics of PyTorch Basics of Huggingface TECHNIQUES Basics of data preprocessing Basics of machine learning Basics of Text Data Handling

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Self-paced
You choose the schedule and decide how much time to invest as you build your project.
Project roadmap
Each project is divided into several achievable steps.
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While within the liveProject platform, get help from fellow participants and even more help with paid sessions with our expert mentors.
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For each step, compare your deliverable to the solutions by the author and other participants.
book resources
Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.