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Learning Paths

LLMs & Agents

Prompting, RAG pipelines, and agentic workflows.

Infrastructure & Systems

Hardware sizing, local deployment, and quantization.

Deep Learning & PyTorch

Neural architectures, PyTorch, Transformers, and RL.

Core Foundations

Python, linear algebra, calculus, and classical ML.

All Courses

Full catalog ordered by prerequisite sequence.

LLMs & Agents

Prompting, RAG pipelines, and agentic workflows.

Agentic AI Fundamentals

Tool use, ReAct loop execution, memory schemas, and structured function calling.

3 Courses

LLM Application Architect

System design for multi-agent workflows, hybrid retrieval, streaming fallbacks, and production evaluation.

3 Courses

Advanced RAG Architect

Dense and sparse retrieval, reranking pipelines, chunking strategies, and vector index optimization.

3 Courses

Advanced Agentic Systems

Autonomous agent architectures, long-term memory management, plan decomposition, and multi-agent coordination.

3 Courses

LLM Fine-Tuning Expert

Parameter-efficient fine-tuning (LoRA/QLoRA), dataset preparation, preference alignment (DPO), and evaluation.

4 Courses