Overview
Overview
Artificial Intelligence is a subcategory of Computing. Its sections organize the topics listed on this page so that each area can be explored separately.
Finding resources
Choose a section to see its available materials and topic wiki. Compare each resource’s description and source with your study goals. External research tools query other sources and are separate from IPL’s curated resource lists.
Curated Resources (36)
Tools (8)
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PyTorch
pytorch.orgfree
An open-source deep learning framework providing dynamic computation graphs and tensor acceleration.
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TensorFlow
tensorflow.orgfree
An open-source end-to-end platform for machine learning and artificial intelligence workflows.
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Hugging Face
huggingface.cofreemium
A collaborative platform and repository hosting pre-trained machine learning models, datasets, and AI applications.
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scikit-learn
scikit-learn.orgfree
A Python module integrating classical machine learning and data analysis algorithms built on NumPy and SciPy.
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LangChain
langchain.comfree
An open-source orchestration framework designed for developing applications powered by large language models.
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Ollama
ollama.comfree
An open-source tool for running, customizing, and serving large language models locally.
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Marvin
github.comfree
Open-source Python library for building applications with large language models, offering structured outputs, classification and agent workflows for developers.
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Guidance
github.comfree
Open-source Python library for controlling large language model output through templates, constraints and grammars, helping developers get structured results.
Databases (4)
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Hugging Face Datasets
huggingface.cofree
A community repository providing access to thousands of benchmark and training datasets for artificial intelligence.
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UCI Machine Learning Repository
archive.ics.uci.edufree
A long-standing collection of curated datasets used by the machine learning community for empirical analysis.
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Kaggle Datasets
kaggle.comfree
A public data platform hosting hundreds of thousands of open-source datasets across diverse domains.
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OpenReview
openreview.netfree
An open peer-review repository and scientific database managing publications and reviews for top AI conferences.
Learn (12)
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DeepLearning.AI
deeplearning.aifreemium
An educational platform providing specialized online courses and training materials in artificial intelligence and deep learning.
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fast.ai
fast.aifree
A research and education group offering free practical deep learning courses and open-source software libraries.
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OpenAI Developer Documentation
platform.openai.comfree
Official guides, tutorials, and API reference documentation for building applications with OpenAI models.
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Google Cloud AI Documentation
cloud.google.comfree
Comprehensive technical guides and tutorials for developing and deploying AI and machine learning services on Google Cloud.
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Patterns for Building LLM-based Systems & Products
eugeneyan.comfree
Long-form guide to practical design patterns for applications built on large language models, including evaluations, retrieval, fine-tuning, caching and guardrails.
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The Scaling Hypothesis
gwern.netfree
Extended essay examining GPT-3 and the argument that larger neural networks trained on more data and compute gain increasingly general abilities.
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ChatGPT Is a Blurry JPEG of the Web
newyorker.comfreemium
Magazine essay comparing large language models to lossy compression of web text, offering general readers a way to think about their strengths and errors.
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Building LLM Applications for Production
huyenchip.comfree
Practical essay on the engineering challenges of shipping applications built on large language models, covering prompt evaluation, cost, latency and task composition.
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AI Agents Roadmap (roadmap.sh)
roadmap.shfree
Interactive roadmap on building AI agents: topics laid out in a suggested study order, each linking to further reading.
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AI Engineer Roadmap (roadmap.sh)
roadmap.shfree
Interactive roadmap on AI engineering with foundation models: topics laid out in a suggested study order, each linking to further reading.
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AI Product Builder Roadmap (roadmap.sh)
roadmap.shfree
Interactive roadmap on building products with AI: topics laid out in a suggested study order, each linking to further reading.
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OpenClaw Roadmap (roadmap.sh)
roadmap.shfree
Interactive roadmap on the OpenClaw agent platform: topics laid out in a suggested study order, each linking to further reading.
Publications (4)
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Journal of Machine Learning Research
jmlr.orgfree
A premier open-access peer-reviewed journal publishing high-quality scholarly research in machine learning.
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Nature Machine Intelligence
nature.compaid
A monthly peer-reviewed journal publishing significant research across machine learning, artificial intelligence, and robotics.
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arXiv Artificial Intelligence (cs.AI)
arxiv.orgfree
An open-access preprint archive for scholarly articles in artificial intelligence and computer science.
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IEEE Transactions on Pattern Analysis and Machine Intelligence
computer.orgpaid
A leading monthly academic journal publishing peer-reviewed advances in pattern recognition, computer vision, and machine learning.
Blogs and sites (4)
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Google DeepMind Blog
deepmind.googlefree
Official articles, scientific discoveries, and announcements from Google DeepMind's artificial intelligence research teams.
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OpenAI News
openai.comfree
Official updates, research publications, and announcements regarding frontier models and AI systems from OpenAI.
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Anthropic Research
anthropic.comfree
Technical essays and scientific research publications focusing on AI safety, alignment, and model interpretability.
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Distill
distill.pubfree
A digital publication dedicated to clear and interactive explanations of machine learning and artificial intelligence concepts.
Events and conferences (4)
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AAAI Conference on Artificial Intelligence
aaai.orgpaid
The flagship annual academic conference organized by the Association for the Advancement of Artificial Intelligence.
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NeurIPS (Conference on Neural Information Processing Systems)
neurips.ccpaid
A premier international annual conference on machine learning, neural networks, and computational neuroscience.
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ICML (International Conference on Machine Learning)
icml.ccpaid
A leading international annual gathering dedicated to presenting and publishing research in machine learning.
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CVPR (Conference on Computer Vision and Pattern Recognition)
cvpr.thecvf.compaid
An annual premier computer vision conference sponsored by the Computer Vision Foundation and IEEE Computer Society.
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Part of Computing