Features
470-page interactive ebook with Colab notebooks
Transformer and GPT architecture fundamentals
Prompt engineering (few-shot, chain-of-thought)
RAG pipeline construction using LlamaIndex
Fine-tuning with LoRA and RLHF
LangChain tutorials: chains, prompts, agents, memory
Agent building (AutoGPT, BabyAGI, OpenAI Assistants)
Deployment: quantization, pruning, speculative decoding on GCP
Hallucination reduction and bias evaluation
Security: prompt injection and mitigation
Multimodal document analysis with PDFs and Whisper
Voice assistant for knowledge base using retrieval
Customer support Q&A chatbot with self-critique chain
YouTube video summarizer using Whisper and LangChain
Financial sentiment analysis with fine-tuned LLMs
Skills gap assessment for business goals and employee skillsets
AI-powered human coaching ecosystem with Atlas AI coach
Structured 13-month apprenticeship programs (AI, Data, Engineering)
AI-Powered Productivity program using Microsoft CoPilot and Gemini
AI Solutions Builder program for agentic AI development
Data Fellowship (programming, data modeling, analytics)
Data & Insights for Business Decisions program
Digital Support Technician apprenticeship
ROI tracking for learning investment (business efficiencies, cost-savings)
Cohort-based delivery with 12+3 month assessment model
Progress tracking for learners and business impact measurement
Apprenticeship Levy funding guide and support
Enterprise-grade coaching ecosystem combining human and AI support
On-the-job upskilling tailored to each organization
New Edinburgh tech hub for frontier AI systems development
