Data Analysis with AI for Nonprofits: Free Google Course
Explore data cleaning, useful metrics and visual storytelling for nonprofit work in Google’s free introductory AI-analysis course.
Explore free study options. Check the provider, prerequisites, and certificate details before you begin.
86 courses
Explore data cleaning, useful metrics and visual storytelling for nonprofit work in Google’s free introductory AI-analysis course.
Bring dataset preparation, LoRA fine-tuning and evaluation together in a project-focused capstone that connects model development with a defined community need.
Explore compute estimates, GPU memory, mixed precision and gradient accumulation while considering the resource and environmental trade-offs of model training.
Compare pre-training and fine-tuning, explore full-parameter adaptation and LoRA, and examine the data and governance choices behind instruction-following models.
Explore attention, positional embeddings and Transformer components through implementation exercises, architectural limits and community-focused reflection.
Learn to interpret loss curves, design multilayer perceptrons and investigate generalization through Keras exercises and responsible model reflection.
Explore tokenization, byte pair encoding and embeddings, then connect language-data representation with privacy, documentation and community context.
Explore n-grams, Transformer models and the Keras training workflow while connecting your first small language model with a meaningful problem.
Explore how MLOps evolves for generative AI and how Google’s Agent Platform fits the workflow in this free thirty-minute Intermediate course.
Study predictive and generative model evaluation, task-specific metrics and evaluation workflows in Google’s free Intermediate MLOps course.
Explore Agent Assist architecture, Smart Reply, summarization and implementation planning in Google’s free advanced contact center AI course.
Explore generative AI, large language models and healthcare-focused prompt concepts in Google’s free introductory learning course.