GenAI for Seasoned PMs: LLM Training & Evaluation Fundamentals

A concise course equipping experienced Product Managers with the foundational knowledge of LLM training and evaluation to excel in the age of Generative AI.

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GenAI and LLM Landscape for Product Managers

Unit 1: Introduction to Generative AI

Unit 2: LLMs: The Power Behind GenAI

Unit 3: LLMs for Product Managers

LLM Training Data Fundamentals

Unit 1: The Primacy of Data in LLM Training

Unit 2: Sourcing and Preparing Training Data

Unit 3: Data Bias and Mitigation

Unit 4: Data Augmentation and Generalization

LLM Training and Fine-Tuning Essentials

Unit 1: LLM Training Methodologies

Unit 2: Transfer Learning and Hyperparameters

Unit 3: Optimization and Monitoring

LLM Evaluation Metrics and Case Study

Unit 1: LLM Evaluation Metrics

Unit 2: LLM Evaluation Methods and Weaknesses

Unit 3: Case Study and Practical Application