2021 December

Tags:

• 2021

2021 December

Cloud

• AWS Compute Decision Tree, servian/aws-compute-decision-tree: A decision tree to help you decide on the right AWS compute service for your needs.

SMS Gateway

• Simple Raspberry Pi powered SMS Gateway

Kalman Filters

• How a Kalman filter works, in pictures | Bzarg
• Special Topics - The Kalman Filter (1 of 55) What is a Kalman Filter? - YouTube
• Derive yourself a Kalman filter – Arthur::Carcano
• simondlevy/TinyEKF: Lightweight C/C++ Extended Kalman Filter with Python for prototyping
• Automatic Time Series Smoothing with ASAP · Stanford DAWN

Web Rank

• Website Traffic - Check and Analyze Any Website | Similarweb
• Cloudflare Radar
• Domain DNS Record and WHOIS Information
• Discover web and drink vodka with SiteGur
• 🔥 Website Discovery and Reviews
• A research-oriented top sites ranking hardened against manipulation - Tranco
• Cisco Popularity List

Interesting Blog

• Lil’Log lilianweng/lil-log at gh-pages

Interesting Paper

• Human Image Synthesis From Reflected Radio Waves - Unite.AI
• Soundify

Interesting Reading

• The Business of Extracting Knowledge from Academic Publications
• Language Modelling at Scale: Gopher, Ethical considerations, and Retrieval | DeepMind

File Format

• FileInfo.com - The File Information Database
• Developer’s Guide to File Formats
• Content Categories

Cloud

• EC2 instance types pricing table comparison

Fun and Prank

• Busy Simulator
• All Black Screen | Make Your Screen Black

Computer Problem Indentification

• Test My Screen | Easily test your screen for defects

Simple Server from Folder

• Serve folder for web development
• Expose.sh - Expose localhost to the web

Image Processing

• G’MIC 3.0: A Third Dose to Process Your Images!
• G’MICol G’Mic Online

Music Processing

• Music-and-Culture-Technology-Lab/omnizart: Omniscient Mozart, being able to transcribe everything in the music, including vocal, drum, chord, beat, instruments, and more.

Code Challenge

• code challenge - Counting Grains of Rice - Code Golf Stack Exchange

Data Extraction from Unstructured data

• Stixify | Your automated threat intelligence analyst. Extract machine readable intelligence from unstructured data.

Regularization

• Intuitions on L1 and L2 Regularisation | AI Singapore
• A Better Visualization of L1 and L2 Regularization | AI Singapore
• Intuitions on L1 and L2 Regularisation | by Raimi Karim | Towards Data Science
• L2 vs L1 Regularization in Machine Learning | Ridge and Lasso Regularization
• Regularization of Generalized Linear Models - mlxtend
• A Deep Dive into Regularization. I was recently brushing up on basics of… | by Divakar Kapil | uWaterloo Voice | Medium
• regression - Why L1 norm for sparse models - Cross Validated

Optimizer

• An overview of gradient descent optimization algorithms
• Optimization Algorithms in Neural Networks - KDnuggets
• Jaewan-Yun/optimizer-visualization: Visualize Tensorflow’s optimizers.
• Various Optimization Algorithms For Training Neural Network | by Sanket Doshi | Towards Data Science
• Optimizers in Deep Learning. What is an optimizer? | by Musstafa | MLearning.ai | Medium
• Which Optimizer should I use for my ML Project?
• Optimizers — ML Glossary documentation

Huawei 60 multiple questions, 1,5 hours:

• 15 questions T/F Questiens
• 20-25 multiple-choice single answers
• multiple-choice multiple answers

Scientific Data Visualization

• Data visualization: A view of every Points of View column : Methagora
• The Science of Visual Data Communication: What Works - Steven L. Franconeri, Lace M. Padilla, Priti Shah, Jeffrey M. Zacks, Jessica Hullman, 2021

Activation Function

• Understanding neural networks through visualization | Druva
• Visualising Activation Functions in Neural Networks - dashee87.github.io
• Activation function Mathematics and Visualization | Kaggle
• Softmax Activation Function with Python
• Visualizing the vanishing gradient problem

Sync

• FreeFileSync: Open Source File Synchronization & Backup Software

Web

• Interneting Is Hard | Web Development Tutorials For Complete Beginners

Dynamic vs Static Graph in Deep Learning

• Section 5 (Week 5)

Python ML Frameworks

• A Beginner’s Guide to Python Machine Learning and Data Science Frameworks | Pathmind
• MindSpore
• Comparison of AI Frameworks | Pathmind
• PyTorch vs TensorFlow in 2022
• Pytorch vs. Tensorflow: Deep Learning Frameworks 2021 | Built In

Python Cheatsheet

• Comprehensive Python Cheatsheet

Simple Web

• cadars/portable-php: A blog in one HTML file
• John Doe’s page

Programming Languages

• Languages | CodeLani

Diagram

• penrose/penrose: Create beautiful diagrams just by typing mathematical notation in plain text.

Anti Paywall

• 12ft Ladder
• iamadamdev/bypass-paywalls-chrome: Bypass Paywalls web browser extension for Chrome and Firefox.
• How to bypass a paywall (easy guide)

Solar Power

• Mobile Solar Power Made Easy! - Mobile Solar Power: Made Easy! DIY Off-grid Solar Power!

Hardware

• Mico: A PDM to USB microphone based on the Raspberry Pi RP2040 · electronut

Research

• philip-huang/PIXOR: PyTorch Implementation of PIXOR

Machine Learning

• ML Console | Build AI models without a single line of code.

PID Control

• 9.3: PID Tuning via Classical Methods - Engineering LibreTexts
• The Root Locus
• Matlab code for PID tuning using Ziegler-Nichols Method 1… - YouTube

WASM Video Editor

• Vididoo

Visual

• HowVideo.works

Website Monitor

• Visualping: #1 Website change detection, monitoring and alerts
• urlwatch monitors webpages for you (thp.io)
• ChangeTower: Monitor Website Changes, Get Alerts, Archive Website History
• dgtlmoon/changedetection.io: changedetection.io - The best and simplest self-hosted open source website change detection monitoring and notification service. An alternative to Visualping, Watchtower etc. Designed for simplicity - the main goal is to simply monitor which websites had a text change. Open source web page change detection - Now also includes JSON API change detection and monitoring support!