v3.18.10

   🐞 Bug Fixes

• deps: Update dependencies (non-major)  -  in #566 (0ca51)

    View changes on GitHub

v3.18.9

   🐞 Bug Fixes

• deps: Update dependencies (non-major)  -  in #555 (e45d1)

    View changes on GitHub

v3.18.8

   🐞 Bug Fixes

• deps:
  • Update dependencies (non-major)  -  by @renovate[bot] and @sabertazimi in #548 (881ef)
  • Update dependencies (non-major)  -  by @renovate[bot] in #553 (3b31c)
  • Update dependencies (non-major) to v3.5.1  -  by @renovate[bot] in #554 (5d4d9)
• linux-wsl2:
  • Networking config for WSL2  -  by @sabertazimi (33bd7)
• web-react:
  • Form loading state in React v19  -  by @sabertazimi (dd467)

    View changes on GitHub

v3.18.7

   🐞 Bug Fixes

• ai-CNN:
  • Mnist keras example  -  by @sabertazimi (e39d8)
• ai-DL:
  • Variational auto-encoders  -  by @sabertazimi (6975d)
  • Generative adversarial networks  -  by @sabertazimi (78c11)
  • Recurrent neural networks  -  by @sabertazimi (5af5d)
  • Long short-term memory network  -  by @sabertazimi (8771b)
  • Use activation function to fit complex function  -  by @sabertazimi (ce182)
  • Critical point in gradient descent  -  by @sabertazimi (30c18)
  • Saddle point  -  by @sabertazimi (9c346)
  • Small batch vs large batch  -  by @sabertazimi (2f7dd)
  • Learning rate adjustment strategies  -  by @sabertazimi (fdb61)
  • Change loss function for easier optimization  -  by @sabertazimi (5a3a8)
  • Adaptive learning rate  -  by @sabertazimi (6ca40)
  • Convolutional layer  -  by @sabertazimi (1883d)
  • Why deep learning  -  by @sabertazimi (c5b2f)
  • Spatial transformer networks  -  by @sabertazimi (33f6b)
  • Self-attention calculation by matrix multiplication  -  by @sabertazimi (3839d)
  • Alignment vector addition to output  -  by @sabertazimi (ef75f)
  • BERT model  -  by @sabertazimi (e1ff3)
  • Pre-trained models and downstream tasks  -  by @sabertazimi (f4698)
  • Selective synaptic plasticity loss function  -  by @sabertazimi (17c83)
  • BERT adapters  -  by @sabertazimi (3b8e7)
  • In-context learning  -  by @sabertazimi (7b13a)
  • Instruction-tuning  -  by @sabertazimi (dda0c)
  • Architecture of BERT and GPT  -  by @sabertazimi (79240)
• ai-ML:
  • Principal component analysis  -  by @sabertazimi (b6700)
  • Structured learning  -  by @sabertazimi (2a4ab)
  • Structured linear model  -  by @sabertazimi (7ba7c)
  • Reinforcement learning  -  by @sabertazimi (89cc3)
  • Learn from rewards and mistakes  -  by @sabertazimi (a0e35)
  • Underfitting issue  -  by @sabertazimi (c85ac)
  • Extreme example of overfitting  -  by @sabertazimi (fee64)
  • Prevent overfitting  -  by @sabertazimi (20ed8)
  • Normalization  -  by @sabertazimi (ce775)
  • Cycle GAN for unpaired image-to-image translation  -  by @sabertazimi (1f99b)
  • Auto-encoder applications  -  by @sabertazimi (5cfcc)
  • Explainable AI  -  by @sabertazimi (3cb55)
  • Self-supervised learning story  -  by @sabertazimi (5c384)
  • Discounted cumulated reward formula  -  by @sabertazimi (3057b)
  • Actor-critic model for reinforcement learning  -  by @sabertazimi (b65c8)
  • Inverse reinforcement learning  -  by @sabertazimi (4229a)
• ai-NLP:
  • Word embedding  -  by @sabertazimi (36263)
• ai-gen:
  • AR and NAR models  -  by @sabertazimi (362f7)
  • Chain-of-thought prompting  -  by @sabertazimi (0e5ef)
  • Machine prompting  -  by @sabertazimi (db6ec)
  • Prompt engineering guide  -  by @sabertazimi (7140b)
  • Reinforcement learning from human feedback  -  by @sabertazimi (00b45)
  • Diffusion model  -  by @sabertazimi (ee5e5)
  • ChatGPT alignment  -  by @sabertazimi (d0c1d)
  • Labelled data and human feedback  -  by @sabertazimi (ad950)
  • Retrieve-augmented generation  -  by @sabertazimi (fe82f)
  • Recursive re-prompting and revision  -  by @sabertazimi (dd15b)
  • Task decomposition prompting  -  by @sabertazimi (0396e)
  • Retrieval-augmented generation  -  by @sabertazimi (dd87a)
  • LLMs cooperation  -  by @sabertazimi (cf076)
  • Exchange-of-thought  -  by @sabertazimi (1d0b6)
  • Multi-agent debate  -  by @sabertazimi (69c81)
  • Multi-agent collaboration  -  by @sabertazimi (1c6c0)
  • Data for LLMs  -  by @sabertazimi (be4ff)
  • Alignment for LLMs  -  by @sabertazimi (417cb)
  • How to fine-tune LLM  -  by @sabertazimi (3d55c)
  • Reward model as human feedback  -  by @sabertazimi (42c3a)
  • Midjourney cookbook  -  by @sabertazimi (27ce6)
  • AI agents  -  by @sabertazimi (44684)
  • Encoder-decoder generative framework  -  by @sabertazimi (d0804)
  • Speculative decoding  -  by @sabertazimi (90c98)
  • Retrieval-augmented generation example  -  by @sabertazimi (3f17c)
  • RAG workflow diagram  -  by @sabertazimi (0e05b)
  • Human alignment for LLMs  -  by @sabertazimi [(d389a)](https://github.com/sabertazimi/awesome-notes...

v3.18.6

   🐞 Bug Fixes

• ai-CNN:
  • CNN layers description  -  by @sabertazimi (02dda)
• ai-DL:
  • Mini-batch to speed up training process  -  by @sabertazimi (e7126)
  • ReLU can solve gradient vanishing problem  -  by @sabertazimi (2cb1e)
  • Recipe of deep learning  -  by @sabertazimi (64d2e)
  • Common optimization algorithms  -  by @sabertazimi (349a4)
  • Dropout strategy  -  by @sabertazimi (99096)
• ai-ML:
  • Machine learning tasks  -  by @sabertazimi (021b2)
  • Overfitting definition  -  by @sabertazimi (3ad57)
  • Impulse function  -  by @sabertazimi (e945d)
  • Underfitting definition  -  by @sabertazimi (77ac8)
  • Adaptive learning rate strategies  -  by @sabertazimi (55807)
  • Gradient descent formula  -  by @sabertazimi (5d8fa)
  • Loss function for binary classification  -  by @sabertazimi (3efb9)
  • Logistic regression for classification  -  by @sabertazimi (8eb79)
  • Gradient descent algorithm  -  by @sabertazimi (8613b)
  • Regularization weight decay  -  by @sabertazimi (f1869)
• ai-MLP:
  • Linear calculation in multilayer perceptron  -  by @sabertazimi (dba64)
  • Backpropagation and gradient descent  -  by @sabertazimi (d2de7)
  • Backpropagation calculus  -  by @sabertazimi (8c7ed)
  • Chain rule for backpropagation  -  by @sabertazimi (c23bf)
• ai-library:
  • Curated list of local LLMs  -  by @sabertazimi (a571b)
• ai-prompt:
  • Prompt engineering frameworks  -  by @sabertazimi (1b967)
  • Generative AI image prompts  -  by @sabertazimi (3772b)
  • Key principles for prompt design  -  by @sabertazimi (cc727)
  • Respectful and professional tone  -  by @sabertazimi (c3af2)
  • Act as best practice  -  by @sabertazimi (dc3e3)
  • Prompt for JavaScript console  -  by @sabertazimi (2ddc5)
  • Awesome ChatGPT prompts  -  by @sabertazimi (4fc35)
• ai-recurrent:
  • Recurrent architecture target  -  by @sabertazimi (139d4)
• ai-sofmax:
  • Softmax function with temperature parameter  -  by @sabertazimi (31201)
• ai-transformer:
  • 3b1b self-attention explanation  -  by @sabertazimi (be582)
• cs-math:
  • Normal distribution  -  by @sabertazimi (51420)
  • Formula for central limit theorem  -  by @sabertazimi (ff60f)
  • Lindeberg CLT  -  by @sabertazimi (2663b)
  • Gaussian Integral  -  by @sabertazimi (365d9)
  • Discrete fourier transform matrix  -  by @sabertazimi (4bd43)
• css-components:
  • Tree view styles  -  by @sabertazimi (178c0)
• css-has:
  • Conditional styling with :has() selector  -  by @sabertazimi (3eb4d)
• css-layout:
  • Masonry layout debates  -  by @sabertazimi (67892)
• css-shapes:
  • Modern css shapes  -  by @sabertazimi (5a86a)
• deps:
  • Update dependencies (non-major)  -  by @renovate[bot] in #525 (a454c)
• html-a11y:
  • Readers a11y.  -  by @sabertazimi (71080)
• js-perf:
  • Inline caches optimization  -  by @sabertazimi (2965c)
• js-style:
  • Document package with JSDoc  -  by @sabertazimi (82ac7)
• math-algebra:
  • Quick calculation of eigenvalue  -  by @sabertazimi (06a34)
  • Linear transformation  -  by @sabertazimi (8d363)
  • Determinant  -  by @sabertazimi (58361)
  • Gaussian elimination  -  by @sabertazimi (5baa8)
  • Dimension transformation matrix  -  by @sabertazimi (76d2c)
  • Dot and cross product  -  by @sabertazimi (d64c9)
  • Change of basis  -  by @sabertazimi (efaf5)
  • Interactive linear algebra  -  by @sabertazimi (3a1fc)
• math-analysis:
  • Radius of convergence of series  -  by @sabertazimi (6d41d)
  • First order differential equation  -  by @sabertazimi (8ca5f)
  • Differential equation and phase space  -  by @sabertazimi (f58ee)
  • Partial differential equation  -  by @sabertazimi (644e8)
  • Black-scholes / merton equation  -  by @sabertazimi (b79d2)
• math-derivative:
  • Basic rules for derivative  -  by @sabertazimi (a26ce)
• math-limit:
  • L'Hopital's rule  -  by @sabertazimi (311dc)
• math-series:
  • Basic series in math analysis  -  by @sabertazimi (f8d6e)
• math-statistics:
  • Bayes theorem  -  by @sabertazimi (6fe0d)
  • Binomial distribution  -  by @sabertazimi (85721)
  • Bayes factor  -  by @sabertazimi (62ef5)
  • Information entropy  -  by @sabertazimi (68951)
• node-package.json:
  • Resolutions field to fix broken version  -  by @sabertazimi [(22552)...

v3.18.5

   🐞 Bug Fixes

• ai-CNN:
  • Simple introduction to CNNs  -  by @sabertazimi (cb5da)
• ai-library:
  • Huggingface transformers in browser  -  by @sabertazimi (da32c)
• cs-math:
  • Fourier transform  -  by @sabertazimi (70102)
  • Convolution  -  by @sabertazimi (9ed35)
  • Fast convolution algorithm with FFT  -  by @sabertazimi (3ebff)
  • Discrete fourier transform  -  by @sabertazimi (55fe9)
  • Central limit theorem  -  by @sabertazimi (6106c)
• css-design:
  • Prefer web fonts than system fonts  -  by @sabertazimi (9bf5e)
• node:
  • Web scraping with impersonation  -  by @sabertazimi (c6699)
• react-fiber:
  • Ability of React Fiber  -  by @sabertazimi (83b3d)
• web-a11y:
  • Semantic HTML  -  by @sabertazimi (9498c)
  • Assistive technology key points  -  by @sabertazimi (5d70e)
  • A11y references  -  by @sabertazimi (2a77a)
• web-library:
  • Rapier physics and mesh for react-three-fiber  -  by @sabertazimi (a4056)
  • Effect system for TypeScript  -  by @sabertazimi (d099b)
  • Youtube.js  -  by @sabertazimi (29e81)
  • Modern crontab parser  -  by @sabertazimi (20280)
  • WebSockets library  -  by @sabertazimi (ca67a)
• web-perf:
  • Performance budgets  -  by @sabertazimi (8789d)
  • Next.js INP optimization tips  -  by @sabertazimi (44cbd)

    View changes on GitHub

v3.18.4

   🐞 Bug Fixes

• deps: Update dependencies (non-major) to ^18.3.1  -  by @renovate[bot] in #520 (1acb7)

    View changes on GitHub

v3.18.3

   🐞 Bug Fixes

• deps: Update dependencies (non-major)  -  by @renovate[bot] in #519 (a0531)
• web-library: Push action for GitHub  -  by @sabertazimi (15e88)

    View changes on GitHub

v3.18.2

   🐞 Bug Fixes

• ai-library:
  • Vectors and embeddings library  -  by @sabertazimi (3b581)
  • Local search aggregator agent  -  by @sabertazimi (fef29)
• css:
  • Naming convention for class names  -  by @sabertazimi (63ff1)
• css-clamp:
  • Create fluid typography with clamp() function  -  by @sabertazimi (97cfd)
• css-font:
  • Typefaces and font-family for icons  -  by @sabertazimi (b6f51)
• css-layout:
  • Breaking aspect ratio  -  by @sabertazimi (ae488)
  • Full-bleed content in grid layout  -  by @sabertazimi (bd469)
• css-media:
  • scripting media query  -  by @sabertazimi (41d3f)
• css-media query:
  • prefers-color-scheme usage  -  by @sabertazimi (3a5e7)
• css-query:
  • Alternating style queries  -  by @sabertazimi (b0f8c)
• git-clean:
  • Dry run option to git clean command  -  by @sabertazimi (01486)
• git-gpg:
  • Export GPG private key as an ASCII armored version  -  by @sabertazimi (cecbc)
• html-attributes:
  • HTML attributes vs DOM properties  -  by @sabertazimi (50826)
  • Global attributes  -  by @sabertazimi (3cd8a)
  • Attributes and properties reflection  -  by @sabertazimi (45a73)
  • Validation and defaults for DOM properties  -  by @sabertazimi (72339)
  • Special case on attributes reflection  -  by @sabertazimi (b43c5)
• html-popover:
  • Popover API  -  by @sabertazimi (d272c)
  • Popover target attribute name  -  by @sabertazimi (eb4f7)
  • Close button for popover  -  by @sabertazimi (c3074)
• js-DOM:
  • DOM properties reflection on HTML attributes  -  by @sabertazimi (18f64)
• js-functional:
  • Functional programming principles  -  by @sabertazimi (de841)
• js-signals:
  • Tc39 proposal signals  -  by @sabertazimi (e7c96)
• node-exports:
  • Npm exports field  -  by @sabertazimi (e72f6)
• react-RSC:
  • Client boundaries and composition pattern  -  by @sabertazimi (648ee)
• react-hooks:
  • useSyncExternalStore params details  -  by @sabertazimi (91e53)
• react-state:
  • Atom state library tips  -  by @sabertazimi (71870)
• react-styling:
  • Tao of styling React application  -  by @sabertazimi (941c9)
• ts-decorators:
  • Modern stage 3 decorators  -  by @sabertazimi (9e213)
• web:
  • Frontend checklists  -  by @sabertazimi (b3100)
• web-framework:
  • Build your own RSC framework  -  by @sabertazimi (a0c9a)
• web-library:
  • Facebook StyleX system  -  by @sabertazimi (df1e2)
  • DnD page editor  -  by @sabertazimi (c8ac4)
  • React-three-fiber helpers  -  by @sabertazimi (32743)
  • Tamagui UI framework  -  by @sabertazimi (f45e0)
  • Database tools  -  by @sabertazimi (87d6a)
  • Web framework built on web standards  -  by @sabertazimi (121a8)
  • LocalForage alternative  -  by @sabertazimi (a6e89)
  • Animation engine based on CanvasKit WASM  -  by @sabertazimi (da1e9)
  • AI-assisted crawler library  -  by @sabertazimi (508ed)
  • Spinner and skeleton components  -  by @sabertazimi (72f2a)
  • Next.js MDX documentation static site generator  -  by @sabertazimi (fb21f)
  • CRDT support for SQLite  -  by @sabertazimi (a5cce)
  • Data visualization library  -  by @sabertazimi (4a55b)
  • HLS.js  -  by @sabertazimi (04ce2)
  • Wasp fullstack framework  -  by @sabertazimi (8daf4)
  • Schema validators  -  by @sabertazimi (66d5c)
  • Zed code editor  -  by @sabertazimi (337d0)
  • Regex live editor  -  by @sabertazimi (a90da)
  • CSS resets  -  by @sabertazimi (03391)
  • Turso database platform powerd by libSQL  -  by @sabertazimi (d8c9d)
  • Modern backend web frameworks  -  by @sabertazimi (239e8)
  • Zustand internals  -  by @sabertazimi (df7b5)
  • TanStack router library  -  by @sabertazimi (e46eb)
  • Command palette menu components  -  by @sabertazimi (4ffb8)
  • Visual editor for React  -  by @sabertazimi (77513)
  • Airbnb visualization components  -  by @sabertazimi (5ef0c)
  • Phosphor icons  -  by @sabertazimi (3cde6)
  • WebDAV client  -  by @sabertazimi (e8381)
  • Input mask library  -  by @sabertazimi (36739)
  • Node.js utils  -  by @sabertazimi (b7978)
  • .xlsx export library  -  by @sabertazimi (3e8e5)
  • Lerna-lite  -  by @sabertazimi (939ad)
  • Adonis server  -  by @sabertazimi (4dc30)
  • Franken UI  -  by @sabertazimi (cae0f)
  • Tooltip component  -  by @SaberT...

v3.18.1

   🐞 Bug Fixes

• AI-LLM:
  • LangChain modules and examples  -  by @sabertazimi (582eb)
• AI-MLP:
  • Multilayer perceptron  -  by @sabertazimi (2e16b)
• AI-library:
  • Glarity summaries copilot extension  -  by @sabertazimi (6cd62)
  • WebChatGPT extension  -  by @sabertazimi (869e5)
  • Coding copilot tools  -  by @sabertazimi (7e9e0)
• AI-platform:
  • API links  -  by @sabertazimi (2d982)
• AI-residual:
  • ResNet keynotes  -  by @sabertazimi (d1067)
  • Residual connection for gradient propagation  -  by @sabertazimi (b5eb6)
• AI-transformer:
  • $XX^T$ and $\sqrt{d_k}$ tips  -  by @sabertazimi (f355b)
  • Code snippet for multi-head attention  -  by @sabertazimi (42c48)
  • Matrix manipulation  -  by @sabertazimi (41446)
  • QKV internal understanding  -  by @sabertazimi (e7351)
  • Add transformer architecture figure  -  by @sabertazimi (ec602)
  • Positional encoding mechanism  -  by @sabertazimi (e3c5c)
  • Spotlight of transformer architecture  -  by @sabertazimi (e4b43)
  • Multi-head attention mechanism  -  by @sabertazimi (1b14c)
• HTML-ARIA:
  • dialog ARIA Role  -  by @sabertazimi (efb78)
• css:
  • Fluid type and space scale design tokens  -  by @sabertazimi (45dc1)
  • Object-fit for replaced element  -  by @sabertazimi (1c7db)
• css-design:
  • Logo system  -  by @sabertazimi (374da)
  • Pronouns selector and mobile apps  -  by @sabertazimi (67e02)
  • Design token variants  -  by @sabertazimi (afa79)
  • CSS design tokens example  -  by @sabertazimi (a4348)
• css-nesting:
  • Nesting syntax  -  by @sabertazimi (f0d3a)
• css-scope:
  • @scope at-rule  -  by @sabertazimi (ef3a1)
• html-input:
  • Input types  -  by @sabertazimi (9aa2a)
• js-engine:
  • Object structure in v8 engine  -  by @sabertazimi (335e2)
• js-object:
  • Deep clone with structuredClone  -  by @sabertazimi (a07e7)
• js-perf:
  • Dangerous performance cheating hacks  -  by @sabertazimi (c06e1)
• latex:
  • Update tutorial link  -  by @sabertazimi (72d5a)
• node-GraphQL:
  • Advantages of GraphQL over RESTful API  -  by @sabertazimi (e773c)
• react:
  • Demystifying styled components  -  by @sabertazimi (8dfb3)
• react-hooks:
  • Update effect callback on deps change  -  by @sabertazimi (15ea6)
• react-server:
  • Non-standardized data-fetching in meta-frameworks  -  by @sabertazimi (eaa87)
  • Server Components under the hood  -  by @sabertazimi (b6d82)
  • use client directive  -  by @sabertazimi (1ed6e)
  • RSC virtual DOM mental model  -  by @sabertazimi (3d68a)
  • RSC reference links  -  by @sabertazimi (06d6c)
• security-library:
  • XSS sanitizer  -  by @sabertazimi (ce039)
• thml-image:
  • loading attribute of img tag  -  by @sabertazimi (0e0fd)
• web-canvas:
  • Off-screen canvas for web workers  -  by @sabertazimi (f6510)
• web-library:
  • Icons library links  -  by @sabertazimi (66798)
  • Component library  -  by @sabertazimi (dad8c)
  • Color library  -  by @sabertazimi (e001c)
  • Gradient tool  -  by @sabertazimi (1b10f)
  • Images lightbox gallery library  -  by @sabertazimi (aa1bd)
  • 2D and 3D rendering engines for web  -  by @sabertazimi (7d080)
  • DaaS and BaaS platforms  -  by @sabertazimi (a8ed3)
  • Web analytics tool  -  by @sabertazimi (b9399)
  • Semantic-release GitHub action  -  by @sabertazimi (50898)
  • Terminal and console emulator library  -  by @sabertazimi (4f7ab)
  • Remove obsoleted state management libraries  -  by @sabertazimi (59ef4)
  • Remove obsoleted slide and presentation librarie  -  by @sabertazimi (b04e3)
  • Dependencies graphs generator  -  by @sabertazimi (8d3ff)
  • QuickJS JavaScript Engine  -  by @sabertazimi (15daf)
  • Val.town website  -  by @sabertazimi (810a6)
  • Blazing fast immutable library  -  by @sabertazimi (99fb2)
  • Awesome cloudflare resources  -  by @sabertazimi (a8cef)
  • Low-code form editor  -  by @sabertazimi (8b27a)
  • Web analytics and monitoring tools  -  by @sabertazimi (936af)
  • Codium code copilot  -  by @sabertazimi (b98ad)
  • CSS-in-JS library  -  by @sabertazimi (ccb1f)
  • Form library  -  by @sabertazimi (4a7fc)
  • Material-tailwind tool  -  by @sabertazimi (810a6)
• web-perf:
  • INP has replaced FID as Core Web Vitals  -  by @sabertazimi (656e1)

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