AI & LLM FUNDAMENTALS
Intro to machine learning, LLMs, prompt engineering and practical AI use-cases.
PROOF-OF-WORK TASKS6 TASKS
B
Beginner
LEVEL 01
- 01Build a prompt engineering template system to generate different styles of marketing copy, then share the templates on social media
- 02Compare the outputs of three different open-source language models on identical prompts, then post a detailed evaluation chart on LinkedIn
I
Intermediate
LEVEL 02
- 01Build a simple vector database wrapper to index and retrieve conversational contexts, then publish the source code and retrieval metrics
- 02Implement a baseline fine-tuning script to adapt a lightweight model to a custom tone, then share the training logs publicly
A
Advanced
LEVEL 03
- 01Write a lightweight deep learning library from scratch in raw numpy and python, then train it and share a detailed tutorial
- 02Build an interactive visualizer for transformer model activations and attention maps, then deploy the tool and write an interpretability article