List: Algos & Maths | Curated by Thibaut

Nov 18, 2024

166 stories

Algos & MathsAlgorithms and mathematics for data science
Don Lim
What is 1-bit LLM? — Bitnet.cpp may eliminate GPUsMicrosoft introduces Bitnet.cpp, a lightweight AI model that can run efficiently on a portable device.
Oct 19, 2024
495
4
Oct 19, 2024
495
4
Devansh
Kolmogorov–Arnold Networks: Hype or Deep Learning Revolution?Will the better interpretability, smaller network sizes, and learnable activations allow KANs to topple MLPs
Jun 16, 2024
235
4
Jun 16, 2024
235
4
Ignacio de Gregorio
YOCO, A New Foundation Model to Eliminate Transformers?You Only Cache Once
Jun 2, 2024
1.5K
13
Jun 2, 2024
1.5K
13
Isaak Kamau
A Simplified Explanation Of The New Kolmogorov-Arnold Network (KAN) from MITA screenshot from: https://arxiv.org/abs/2404.19756
May 1, 2024
3.4K
8
May 1, 2024
3.4K
8
In
TDS Archive
by
Fabio Sigrist
Demystifying ROC and precision-recall curvesDebunking some myths about the ROC curve / AUC and the precision-recall curve / AUPRC for binary classification with a focus on imbalanced…
Jan 25, 2022
194
4
Jan 25, 2022
194
4
In
TDS Archive
by
Arjun Sarkar
Build your own Transformer from scratch using PytorchBuilding a Transformer model step by step in Pytorch
Apr 26, 2023
779
14
Apr 26, 2023
779
14
Martin Thissen
Understanding and Coding the Attention Mechanism — The Magic Behind TransformersIn this article, I’ll give you an introduction to the attention mechanism and show you how to code the attention mechanism yourself.
Dec 6, 2022
266
2
Dec 6, 2022
266
2
In
TDS Archive
by
Neeraj Krishna
Introduction to p-value and Significance Testing with ExamplesUnderstand the idea behind the hypothesis testing framework through examples
Jan 18, 2023
181
1
Jan 18, 2023
181
1
Theo Wolf
Physics-informed Neural Networks: a simple tutorial with PyTorchMake your neural networks better in low-data regimes by regularising with differential equations
Apr 13, 2023
350
4
Apr 13, 2023
350
4
In
Towards AI
by
Ali Moezzi
The Complete Guide to Spiking Neural NetworksEverything you need to know about Spiking Neural Networks from architecture, temporal behavior, encoding to neuromorphic hardware
Apr 4, 2023
401
3
Apr 4, 2023
401
3
In
SyncedReview
by
Synced
Introducing SpikeGPT: UCSC & Kuaishou’s LLM With Spiking Neural Networks Slashes Language…While the power and performance of today’s large language models (LLMs) are beyond anything previously seen from AI, so too are their…
Mar 7, 2023
40
1
Mar 7, 2023
40
1
In
Better Programming
by
Lev Maximov
Einsum VisualizedA Swiss army knife of the array multiplication
Mar 1, 2023
165
3
Mar 1, 2023
165
3
In
TDS Archive
by
Michael Galkin
Neural Graph DatabasesA new milestone in graph data management
Mar 28, 2023
713
3
Mar 28, 2023
713
3
In
Geek Culture
by
Abhinav
How to Download a Scientific Paper for FreeEverything you need to know
Oct 2, 2022
401
6
Oct 2, 2022
401
6
In
TDS Archive
by
Rafael Bischof
4 Ideas for Physics-Informed Neural Networks that failedHere is a list of extensions for PINNs that either did not improve their performance, or broke them completely — so you do not have to try…
Feb 11, 2023
65
2
Feb 11, 2023
65
2
In
TDS Archive
by
Lukáš Zahradník
Beyond Transformers with PyNeuraLogicBeyond standard transformers with a neuro-symbolic AI framework
Feb 7, 2023
265
1
Feb 7, 2023
265
1
In
TDS Archive
by
Samuele Mazzanti
Data Scientists Need to Know Just One Statistical TestAfter you read this, you will be able to test any possible statistical hypothesis. With a unique algorithm.
Jun 30, 2022
1.4K
21
Jun 30, 2022
1.4K
21
Bogumił Kamiński
The Zen of Missing in JuliaSome time ago I have written a post about ABC of handling missing values in Julia. Its objective was to give an introduction to the topic…
Jun 17, 2022
35
Jun 17, 2022
35
Joseph Gardi
A Visual Introduction to Einstein Notation and why you should Learn Tensor CalculusTensors are differential equations are polynomials
May 13, 2022
119
3
May 13, 2022
119
3
In
Towards AI
by
Marie Stephen Leo
No Training Data? No Problem! Weak Supervision to the Rescue!Use domain knowledge to generate large labeled datasets with state-of-the-art NLP Weak Supervision.
May 17, 2022
166
1
May 17, 2022
166
1

Algos & Maths

Algorithms and mathematics for data science

What is 1-bit LLM? — Bitnet.cpp may eliminate GPUs

Microsoft introduces Bitnet.cpp, a lightweight AI model that can run efficiently on a portable device.

Kolmogorov–Arnold Networks: Hype or Deep Learning Revolution?

Will the better interpretability, smaller network sizes, and learnable activations allow KANs to topple MLPs

YOCO, A New Foundation Model to Eliminate Transformers?

You Only Cache Once

A Simplified Explanation Of The New Kolmogorov-Arnold Network (KAN) from MIT

A screenshot from: https://arxiv.org/abs/2404.19756

Demystifying ROC and precision-recall curves

Debunking some myths about the ROC curve / AUC and the precision-recall curve / AUPRC for binary classification with a focus on imbalanced…

Build your own Transformer from scratch using Pytorch

Building a Transformer model step by step in Pytorch

Understanding and Coding the Attention Mechanism — The Magic Behind Transformers

In this article, I’ll give you an introduction to the attention mechanism and show you how to code the attention mechanism yourself.

Introduction to p-value and Significance Testing with Examples

Understand the idea behind the hypothesis testing framework through examples

Physics-informed Neural Networks: a simple tutorial with PyTorch

Make your neural networks better in low-data regimes by regularising with differential equations

The Complete Guide to Spiking Neural Networks

Everything you need to know about Spiking Neural Networks from architecture, temporal behavior, encoding to neuromorphic hardware

Introducing SpikeGPT: UCSC & Kuaishou’s LLM With Spiking Neural Networks Slashes Language…

While the power and performance of today’s large language models (LLMs) are beyond anything previously seen from AI, so too are their…

Einsum Visualized

A Swiss army knife of the array multiplication

Neural Graph Databases

A new milestone in graph data management

How to Download a Scientific Paper for Free

Everything you need to know

4 Ideas for Physics-Informed Neural Networks that failed

Here is a list of extensions for PINNs that either did not improve their performance, or broke them completely — so you do not have to try…

Beyond Transformers with PyNeuraLogic

Beyond standard transformers with a neuro-symbolic AI framework

Data Scientists Need to Know Just One Statistical Test

After you read this, you will be able to test any possible statistical hypothesis. With a unique algorithm.

The Zen of Missing in Julia

Some time ago I have written a post about ABC of handling missing values in Julia. Its objective was to give an introduction to the topic…

A Visual Introduction to Einstein Notation and why you should Learn Tensor Calculus

Tensors are differential equations are polynomials

No Training Data? No Problem! Weak Supervision to the Rescue!

Use domain knowledge to generate large labeled datasets with state-of-the-art NLP Weak Supervision.

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Algos & Maths

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