Predictive Modeling & Core ML Generative AI & LLM Systems

Supervised Machine Learning: Regression and Classification

Provider: DeepLearning.AI × Stanford (Andrew Ng)

Role: The Foundation

Focus: Mathematical and programmatic roots of AI: Regression, Classification, and Scikit-Learn.

Generative AI with Large Language Models

Provider: DeepLearning.AI × AWS

Role: The Core Specialist

Focus: The full Transformer lifecycle: Fine-tuning, PEFT/LoRA, and RLHF for model alignment.

Supervised ML Certificate
Supervised Machine Learning Certificate
Generative AI with LLMs Certificate
Generative AI with LLMs Certificate

NVIDIA: Generative AI Explained

Provider: NVIDIA Deep Learning Institute

Role: Theoretical Overview

Focus: Foundational concepts, model architectures, and real-world deployment limitations.

NVIDIA: Augment Your LLM Using RAG

Provider: NVIDIA Deep Learning Institute

Role: Implementation & Architecture

Focus: Building Retrieval Augmented Generation systems to connect LLMs to external data.