Theory
1,949 items in 14 lists
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Google Generative AI Learning Path cloudskillsboost.google
An introductory path through generative AI concepts and Google Cloud tooling.
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A Practical Guide to Building Agents cdn.openai.com
OpenAI's guide to models, tools, instructions, orchestration, and guardrails.
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Direct Preference Optimization arxiv.org
Reframed preference alignment as a simple classification objective without explicit reward modelling.
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Constitutional AI arxiv.org
A method for training helpful and harmless AI assistants using written principles.
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ReAct arxiv.org
Combined reasoning traces with actions for tool-using language-model agents.
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Training Compute-Optimal Large Language Models arxiv.org
Showed how model size and training data should scale together under a compute budget.
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Training Language Models to Follow Instructions with Human Feedback arxiv.org
Established the instruction tuning and RLHF recipe used by InstructGPT.
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LoRA arxiv.org
Introduced low-rank adaptation for parameter-efficient model fine-tuning.
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Language Models are Few-Shot Learners arxiv.org
Demonstrated in-context learning at scale.
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Retrieval-Augmented Generation arxiv.org
Combined parametric language models with external retrieval for knowledge-intensive tasks.
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Scaling Laws for Neural Language Models arxiv.org
Explored relationships between model performance, data, and compute.
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How We Built Our Multi-Agent Research System anthropic.com
Production lessons on orchestrator-worker agents, parallel search, evaluation, and operational reliability.
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Effective Harnesses for Long-Running Agents anthropic.com
Patterns for agents that make progress across multiple context windows and recover from failure.
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Demystifying Evals for AI Agents anthropic.com
A practical method for building task suites, graders, transcripts, and evaluation harnesses.
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Artificial Intelligence: A Modern Approach aima.cs.berkeley.edu
The broad reference for classical AI, including search, reasoning, planning, learning, and robotics.
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AI Engineer aiengineer.co
A paid program for agentic coding and building, testing, and shipping production AI systems.
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Pydantic AI ai.pydantic.dev
Typed agent development built around Pydantic.
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Gemini and Temporal Durable Agent ai.google.dev
A concrete implementation of durable execution, retries, and human approval for an agent workflow.
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Agent2Agent Protocol a2a-protocol.org
A vendor-neutral specification for agent discovery, task delegation, streaming, asynchronous updates, and cross-platform communication.
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Data Structures and Algorithms people.mpi-inf.mpg.de
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Data Structures, 2014 people.eecs.berkeley.edu
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Efficient Algorithms and Intractable Problems, 2001 people.eecs.berkeley.edu
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Algorithm Design pearsonhighered.com
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The Sound of Sorting panthema.net
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Kattis open.kattis.com
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Data Structures and Algorithms online-learning.harvard.edu
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Design and Analysis of Algorithms, 2015 ocw.mit.edu
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Introduction to Algorithms mitpress.mit.edu
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Grokking Algorithms manning.com
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LeetCode leetcode.com
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Learneroo Algorithms Tutorials learneroo.com
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Koistudy koistudy.net
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JUNGOL jungol.co.kr
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AIZU ONLINE JUDGE judge.u-aizu.ac.jp
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Interview Cake interviewcake.com
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Infoarena infoarena.ro
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Algorithm course for smart programming inflearn.com
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ACM-ICPC Live Archive icpcarchive.ecs.baylor.edu
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HackerRank hackerrank.com
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Fundamentals of Algorithms geeksforgeeks.org
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Thinking critically about and researching algorithms futuredata.stanford.edu
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Project Euler @kr euler.synap.co.kr
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Classes and Teaching by Erik Demaine erikdemaine.org
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Algorithms edx.org
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Dovelet dovelet.com
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Korea Olympiad in Informatics digitalculture.or.kr
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Study data for algorithm d2.naver.com
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CS Academy csacademy.com
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CRACKING the CODING INTERVIEW crackingthecodinginterview.com
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