AI Foundations
Understand what AI is, how systems learn, where they fail, and how to judge claims without hype.
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Understand what AI is, how systems learn, where they fail, and how to judge claims without hype.
Use AI productively while protecting privacy, checking outputs, and preserving human accountability.
Evaluate workplace use cases, run safe pilots, measure value, and communicate changes responsibly.
Analyze AI systems through rights, equity, governance, safety, and public-interest outcomes.
Understand language models, retrieval, agents, evaluation, cost, and deployment safeguards through practical system design.
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Model merging combines the weights of two or more trained neural networks into a single model — without any retraining or access to the original training…
FundamentalsEnsemble methods combine many simple models so the group makes better predictions than any single model.
FundamentalsBayesian deep learning treats a neural network's weights as probability distributions rather than fixed numbers, so the model can say how confident it is.
ApplicationsPlanner-executor agents split an AI system into two roles: a planner that breaks a goal into steps, and an executor that carries each step out.
ApplicationsComputer-using agents operate a computer the way a person does: viewing the screen, moving the cursor, clicking, and typing.
ApplicationsAgentic RAG upgrades ordinary retrieval-augmented generation by letting an agent decide when, what, and how many times to search before answering.
CompaniesTogether AI is a cloud platform built specifically for open-source AI, letting developers run, fine-tune, and train models like Llama and DeepSeek on fast…
CompaniesDatabricks is a data and AI platform that unifies data engineering, analytics, and machine learning on a single 'lakehouse' foundation.
CompaniesScale AI is a company that supplies the high-quality labeled and curated data that powers modern AI models.
CompaniesElevenLabs is the leading AI voice company, known for hyper-realistic text-to-speech and voice cloning.
CompaniesSuno is an AI company that generates complete songs—vocals, lyrics, and instrumentation—from a simple text prompt.
CompaniesBlack Forest Labs is the AI image-generation company behind the FLUX models, founded by the original creators of Stable Diffusion.
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