Awesome List Updates on Jan 24, 2024
7 awesome lists updated today.
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1. Awesome Machine Learning
C++ / General-Purpose Machine Learning
- QuestDB - A relational column-oriented database designed for real-time analytics on time series and event data.
- Phoenix - Uncover insights, surface problems, monitor and fine tune your generative LLM, CV and tabular models.
- XAD (⭐377) - Comprehensive backpropagation tool for C++.
- Truss - An open source framework for packaging and serving ML models.
2. Awesome Neovim
Project / Diagnostics
- LintaoAmons/cd-project.nvim (⭐120) - All you need is just an easier way to
cdto another project directory.
3. Awesome Embedded Rust
no-std crates / WIP
- lorawan-device (⭐350): A LoRaWAN MAC implementation supporting both event-driven and async mode.
4. Awesome Theoretical Computer Science
Lecture Notes / Monograph
- Arora. Advanced Algorithm Design - Notably uses ideas such as randomness, approximation, high dimensional geometry. Faces uncertainty, approaches to handle big data, handling intractability, heuristic approaches, ..etc.
- Chekuri. Approximation Algorithmis Illinois - A broad introduction to results and techniques with an emphasis on fundamental problems and widely applicable tools. Also more advanced and specialized topics.
- Dinitz. Approximation Algorithms. Johns Hopkins - It includes greedy, local search, dynamic programming, randomized rounding, tree embeddings, and semidefinite programming.
- Gupta & Ravi. Approximation Algorithms. CMU - It includes convex programming-based, randomness, and metric methods.
Books / Monograph
- Knuth. The Art of Computer Programming - A legendary series by Donald Knuth on design and analysis of algorithms.
- Demaine, Gasarch & Hajiaghayi. Computers and Intractability: A Guide to Algorithmic Lower Bounds - A sequel to Garey and Johnson's Computers and Intractability: A Guide to NP-Completeness. New topics include Parameterized Complexity, Lower bounds on approximation, Other hardness assumptions (ETH, 3SUM-conjecture, APSP-conjecture, UGC, Others), Online Algorithms, Streaming Algorithms, Polynomial Parity Arguments, and Parallelism.
- Demaine. Games, Puzzles, and Computation - It shows that games and puzzles can serve as powerful models of computation, Offering a new way of thinking about computation.
- Williamson & Shmoys. The Design of Approximation Algorithms - It includes greedy, local search algorithms, dynamic programming, linear and semidefinite programming, and randomization.
- Du & Ko. Design and Analysis of Approximation Algorithms - A technique-oriented approach provides a unified view. It includes detailed algorithms, proofs, analyses, examples, and applications from research papers.
- Fedor Fomin. Parametrized Algorithms - Modern comprehensive explanation of recent tools and techniques with exercises, for graduate students.
5. Awesome Agi Cocosci
Knowledge Representation / Commonsense Knowledgebase
- Algorithms of Adaptation in Inductive Inference - Cognitive Psychology, 2021. [All Versions].
6. Awesome Ipfs
Pinning services
- Gateway3 - A decentralized IPFS pinning service designed for developers. Supports content pinning, IPNS hosting, DAG operations, pinning tweets, and web hosting.
7. Awesome Ai4lam
Publications and News Sources / Journals and Magazines
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- Next: Jan 23, 2024