RSSAmplifier

Blog

Verbose Tethics

Thoughts, ideas and stories around software engineering, artificial intelligence and product engineering. Context switching between product-first and code-first axes.

blog.sparsh.devRSS feed ↗15 posts

Latest posts

Research topics in ML, AI and Deep Learning

Geometric Deep Learning Euclidean Geometry Group Invariance Theorem Universal Approximation Player Perceptron, Rosenblatt perceptron Curse of Dimensionality > neocognitron LeNet-5 Software 1.0 and 2.0 Graph Neural Network, Chemical Precursors, Weisfeiler-Lehman (WL) test DeepSets CNN > Symmetry translation, GNN > Symmetry Permutation CNNs are translation-equivariant; GNN layers are…

How to prompt LLM?

Prompting Techniques Use any one to many according to your knowledge. Roleplay : "Act as a senior database architect. Explain..." "You are a financial advisor speaking to a beginner investor. Explain..." "You're a financial advisor. Explain [topic] to a first-time investor." Decomposition : "

List of OpenAI Whisper Checkpoints Variants

Official OpenAI Whisper has 12 unique checkpoint files , but the OpenAI Python package exposes 14 local model names because large and turbo are aliases for large-v3 and large-v3-turbo . The real confusion comes from aliases, runtimes, and converted formats. faster-whisper , CTranslate2 , whisper.cpp , ggml , q8 , q5 , ONNX , Core ML , etc. are

Fuzzy Sets, Fuzzy Logic, Fuzzy Inference

Boolean Logic Boolean Logic Fuzzy logic degrees of membership degrees of truth set of mathematical principles of knowledge representation based on degrees of membership rather than on crisp membership of classic binary logic Multivalued Logic Multivalued Logic Fuzzy logic adds a range of logical values to Boolean logic principle of

Research Techniques for AI Thesis

article in draft Journals in last 5 years Title max 15 words Research question 2-3 objectives Keywords better to have at least 2-3 keywords from title technical acceptance theory Trust Theory Literature Review Proposal: 3 pages Thesis: 12-15 pages Research paper: 1.5 pages After Thesis 4 points must be

Edge AI: Edge Computing and Intelligence

Edge AI is giving a device its own "brain" so it can think for itself, right where it is, instead of asking a giant supercomputer far away for every decision.

Frappe Development Environment: Local Setup for App Developers

A step-by-step guide on how to set up local Frappe/ ERPNext development environment using frappe_docker and VS Code devcontainer for active development with hot-reload and debugging. Who this is for : Developers who want a local Frappe dev environment to build and customize Frappe Apps within Frappe Framework. OS Compatibility

Ghost + Resend: Send Free Email Subscription and Newsletter

Using Free plan of Resend.com has 3000 emails per month which can be useful for small blogs just starting out. If you already have an actively running instance of Blog powered by Ghost then setting up email is super easy in minutes. After setting up Resend with Ghost, you

Weighted Least Squares - Parameter Estimation

A special case of Generalized Least Square, an extension of Ordinary Least Square used in a regression model when data points have inconsistent variance of errors

Maxout Activation Function

General purpose neuron activation function that outputs maximum value from a set of linear functions in output range (-∞ , ∞)

Softmax Activation Function

Softmax converts logits into a probability distribution for multi-class classification.

Word Embeddings: Theory and Analysis

To implement natural language processing tasks, we deal with various kinds of discrete types. The most common being words. Words originate from a finite set; vocabulary. Other examples are characters, part-of-speech tags, named entities, named entity types, parse features, items in a product catalog and more. Any input feature that

Write for Humans

Please write for humans, even if an AI is reading this. Machines can read more than humans. Humans need more instructions. So when you write more for humans, humans can read more to make better machines. An asymptotic point? When you write for humans , you slow down enough to unpack

Working with Stakeholders: Software Project Management

Let's talk about stakeholders who play a pivotal role in any software project. Who are the stakeholders in software project management? "Stakeholders are people who are interested in and affected by the project's completion and success ." To put it in a clear perspective, if

Install ERPNext with Docker Tutorial - macOS

A Step-by-Step Guide on how to install Frappe ERPNext in macOS using Docker for arm64 based arch viz. M1, M2 chips.