Releases: sabertazimi/awesome-notes
Releases · sabertazimi/awesome-notes
v3.18.11
v3.18.10
v3.18.9
v3.18.8
🐞 Bug Fixes
- deps:
- 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)
- Conditional styling with
- css-layout:
- Masonry layout debates - by @sabertazimi (67892)
- css-shapes:
- Modern css shapes - by @sabertazimi (5a86a)
- deps:
- 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
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)
- Create fluid typography with
- 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...