Data Science Blog

SEO Keyword Planning # Free tools for SEO Keyword Planning # To improve the search engine ranking of your blogs, you can leverage several free tools and strategies. Here’s a guide to help you …

Understanding HTML Templating with Python, Ruby, and PHP # What is HTML Templating? # This concept is widely used across different frameworks and languages to build dynamic, server-rendered web …

Exploring Synthetic Data Generation Capabilities # Is this article for me? # Are you looking answers to these questions? What is Synthetic Data? What is data anonymization? What are different …

Exploring SQL and GraphQL Commands # What is SQL? # SQL, or Structured Query Language, is a standardized programming language used for managing and manipulating relational databases. It allows users …

Exploring Python Package Managers # What is Package Manager? # A package manager is a tool that automates the process of installing, upgrading, configuring, and removing software packages (libraries, …

Understanding Linux Distributions # What are Linux Distributions? # A Linux distribution (often abbreviated as “distro”) is a version of the Linux operating system that includes the Linux …

Exploring Firebase # What is Firebase? # Originally, Firebase started as a product called Envolve in 2011, which was a real-time chat service. It was co-founded by James Tamplin and Andrew Lee. While …

What is Bundler? # Bundler is a dependency management tool for Ruby applications. It ensures that the right versions of gems (libraries) are installed and used in a project. Ruby packages are called …

What is dense embedding in AI? # Dense embeddings are critical in many AI applications, particularly in deep learning, where they help reduce data complexity and enhance the model’s ability to …

Introduction to Perplexity AI # What is Perplexity AI? # Perplexity AI Founded in 2022 is based in San Francisco, California. Perplexity AI is an AI-powered search engine that uses a large language …

Comprehensive Guide to Git Commands # Is this article for me? # If you are a developer and you want to learn Git commands and their usage, this article is for you. If you are a data scientist and you …

Essential Database Selection Criteria for Modern Applications # Is this article for me? # If you are looking answer for these questions then “Yes”. What parameters should you consider to …

Exploring Apache Hive: Capabilities and Scalability for Big Data Processing # What is Hive? # Apache Hive is a data warehousing and SQL-like query engine built on top of Hadoop. It provides a …

Machine Learning Key Concepts # In this article Essential Machine Learning Techniques/Concepts are Explained, some of them are are Cross-Validation, Hyperparameter Optimization, Machine learning …

Exploring Docker and VS Code Integration # Is this article for me? # If you are interested in docker, containers, VS Code and development and looking answers for the following questions then keep …

Automated Machine Learning # Is this article for me? # This is article is for you, if you know About Machine learning, ML models building That machines are capable of building these models …

Python Code Snippnet from Colab # What is snippet? # A snippet is a small, reusable piece of code designed to perform a specific task or solve a particular problem. It’s often just a few lines long …

Console Types Every Programmer Should Know # Is this article for me? # If you are you confused about a term “console” which you heard at many places and in many context, and you want to …

Navigating Google Cloud Security # Is this article for me? # If you are looking answers of these questions then continue reading. What are various components of GCP security architecture? What is …

Building AI-Powered Flutter Apps: Best Practices for Folder Structure # Is this article for you? # You want to create a Flutter application but are unsure of which folders should be part of your …

Understanding Python Project Folder Structures: Essential Directories Explained # Introduction # In Python projects, certain folders and files serve specific purposes to help with organizing code, …

The Battle for AI Supremacy: GenAI Capabilities from AWS, Azure, and Google Cloud # Is this Article for me? # If you are looking for answer of following questions then this article is for you, else …

Exploring Ollama & LM Studio # Is this article for me? # If you are looking answers to the following questions, then this article is for you: Question: What is Ollama? Is it like Docker? …

Exploring Github # Question: What is github package and what can I do with this? # GitHub Packages is a service that allows you to host and manage packages (e.g., code libraries, Docker containers) …

Question: What is Package Manager? # Package managers help simplify the process of software installation, updating, and dependency management on their respective platforms. Question: Why are there so …

Tensorflow GPU Setup on Local Machine # Introduction # Tensorflow, pytorch are deep learning libraries or packages. Tensorflow is developed by google and pytorch is developed by Meta. There are some …

All About AI Hype # Artificial Intelligence (AI) is a buzzword that has permeated almost every aspect of modern life. From the way we work and communicate to how we manage our environment and …

Variations of Language Model in Huggingface # What the Model variable in Huggingface? # We know base moels like BERT, T5, GPT2, GPT3 etc are developed by researchers working with different companies. …

MLOps Tools # MLOps (Machine Learning Operations) is a set of practices and tools designed to streamline and automate the deployment, monitoring, and management of machine learning models in …

Programming Resources # Programming # Learning with Others # Codementor : A mentorship community to learn from fellow developers via live 1:1 help and more. devRant : Community where you can rant and …

AI Usecases in Cybersecurity # AI in Cyber Security, Ethics Related Challenges and Usecases # AI Usecases in Cyber Security # Threat Detection and Response AI can enhance the detection and response …

Open Source AI vs Closed Source AI # Major players in the AI industry, such as Google, Microsoft, IBM, Salesforce, etc each have their own proprietary models and infrastructure to host these models. …

How Much Memory Needed for LLM? # What is LLM? # LLM stands for Large Language Model. These are machine learning models that are trained on massive amounts of text data to understand, generate, and …

LLM Skills and Human Skills # What is skill? # A skill is the ability to perform a task or activity effectively and efficiently. It involves applying knowledge, experience, and techniques to achieve …

Understanding LLM Architectures and Model Training # Large Language Models (LLMs) are transforming the field of artificial intelligence by enabling machines to understand and generate human language …

LLM Security and Ethics Considerations # Question: For my client’s highly secured data like health industry data, banking, insurnace, internal security, etc. data can I use gpt4 for finetuning? …

Finetuning, Fewshot Learning, Why and How? # Why to finetune a LLM? # Fine-tuning a large language model (LLM) can provide several benefits, depending on your specific needs and objectives. Here are …

What is Unicode and how does it works? # What is Unicode: A Universal Character Set # Unicode is a standard that assigns a unique number to every character, no matter the platform, program, or …

Stanford Alpaca # Introduction # Stanford Alpaca Github Report Stanford Alpaca is An “Instruction-following” LLaMA Model This is the repo aims to build and share an instruction-following …

Software Security Concepts # As of today, this article is answering following questions related to software security. In future, I will add more concepts here. What are the major ideas which we need …

Understanding LLM, GAN and Transformers # LLM Layers # Large Language Models (LLMs) are typically based on Transformer architectures, which consist of several types of layers that work together to …

Transformers Demystified A Step-by-Step Guide # All modern Transformers are based on a paper “Attention is all you need” Introduction # This was the mother paper of all the transformer …

Dimensionality Reduction and Visualization # What are the popular methods of dimensionality reduction? # Dimensionality reduction is a crucial step in data preprocessing, particularly when dealing …

Serverless databases # A serverless database is a type of database service that automatically manages infrastructure and scaling, allowing developers to focus solely on building applications without …

AI in Health Care # Human health is paramount for inviduals, governments, hospitals and other related systems. There are powerful laws and heavy panelty for the violations for these laws. In the …

All about Hashing # What is Hashing function? # A hashing function is a mathematical algorithm that converts an input (or “message”) into a fixed-size string of bytes, typically a hash …

Creating Docker Image # What is Docker? # Docker is an open platform for developing, shipping, and running applications. Docker enables you to separate your applications from your infrastructure so …

REST API # An API (Application Programming Interface) is a set of rules and protocols that allows one software application to interact with another. It defines the methods and data formats that …

NLP BenchMarks # What is Language Model? # A language model is a computational model that understands and generates human language. It learns the patterns and structure of a language by analyzing …

Decoding Windows User Folder # My machine c:\users folder has 3 users Detault, harip, public. What is the purpose of these 3 users? # The C:\Users folder on a Windows machine contains subfolders for …

Decoding pip install operations # Your draft provides useful insights into using pip for Python package management. Here’s a refined version of your article with improved structure, grammar, …

Decoding docker commands # Is this article for me? # If you are coming from IT Infrastructure background and have solid experience in containerization you can skip this. But if you are seeking to …

Manmath Nath - Ramayana Corpus # Corpus Introduction Corpus License Bala Kanda Ayodhya Kanda Aranyaka Kanda Kishkinddha Kanda Sunder Kanda Lanka Kanda Utter Kanda

KM Ganguli Mahabharat Corpus # Adi Parva (The Book of the Beginning) Sabha Parva (The Book of the Assembly Hall) Vana Parva or Aranyaka-Parva (The Book of the Forest) Virata Parva (The Book of …

AI Usecases in Government # Preliminary Work before any AI Project with Government # Keeping technology evolution, cost of latest technologies, government expectations in mind one should do following …

AI in School Education # Introduction # In the ever-evolving landscape of education, a technological revolution is quietly reshaping the way students learn, teachers instruct, and schools operate. At …

Basics of Jyotish # Introduction # In this article I am going to discuss the basics of astrology and the data science aspect of astrology. I am defending here a big case of model retraining and …

Download Link to this Diary The Inspirational Leader by Gifford Thomas The 5 Elements of Effective Thinking by Edward B. Burger How to Listen by Trimboli Self-discipline in 10 Days by Theodore Bryant …

Empowering-Language-with-AI-NLP-Capabilities # Introduction # When envisioning artificial intelligence (AI), the initial images that often come to mind are humanoid robots. However, this perception …

Topic Modeling with BERT # Key steps in BERTopic modelling are as following. Use “Sentence Embedding” models to embed the sentences of the article Reduce the dimensionality of embedding …

Graph of Thoughts # This is a valuable resource for learning Graph of Thoughts (GoT) concepts. The YouTube video is from code_your_own_AI. I’m utilizing the comments made by @wesleychang2005 on …

Basics of Word Embedding # What is Context, target and window? # The “context” word is the surrounding word. The “target” word is the middle word. The “window …

My Journey from Master to PhD in Data Science and AI # I have been in software development between 1993 to 2009. Some of these years were in senior leadership roles in delivery management, project …

Compressing Large Language Model # Is this article for me? # If you are looking answers to following question then “Yes” What is LLM compression? Why is LLM compression necessary? What …

In the realm of document typesetting and preparation, LaTeX stands as a timeless giant, revered by professionals, researchers, students, and publishers alike. With its unmatched typographic quality, …

What is pinecone? # Pinecone is a managed vector database that provides vector search (or “similarity search”) for developers with a straightforward API and usage-based pricing. It’s free to try. …

ML Model Development Framework & Model Repositories # Introduction # There are hundreds of machine learning tasks. To do these tasks there are thousands of datasets created by individuals, …

ML Model Repository from Pinto0309 # Introduction # Using AI we can solve many kinds of tasks for this input can be text, structured data, image, video, audio, time-series, etc. To solve these …

Python APIs for Data # Bing Bing is a search engine that brings together the best of search and people in your social networks to help you spend less time searching and more time doing. Api …

Distances in Machine Learning # Every sample, record, word, sentence, object, image etc in the Machine learning language is called vector. If we want to measure the similarity or dissimilarity …

Paper with Code Resources # Trending Papers of 2021 # ADOP: Approximate Differentiable One-Pixel Point Rendering — Rückert et al — …

Important AI Paper List # Introduciton # In almost all citations it becomes very difficult to read the title of research papers. Why? Because the contributors’ information is first and most of …

Machine Learning Metrics # Introduction # In Machine Learning projects whether classical machine learning, deep learning, computer vision, speech processing, NLP, or any other ML project we keep …

Comprehensive Glossary of LLM # I am developing this Glossary slowly at my own pace. Content on this page keep changing. Better definition, better explaination are part of my learing, my evolution …

What is Large Language Model # Introduction # LLM stands for Large Language Model. It is a type of artificial intelligence (AI) model that is trained on a massive dataset of text and code. This …

Paper Name :- Pretrained Language Models for Text Generation: A Survey Typer of Paper:- Survey Paper Paper URL Paper title of the citations mentioned can be found at AI Papers with Heading. Use …

How to Conduct Literature Review? # Introduction # Literature Review (LR) or Literature Survey (LS) is a process that helps you to browse the libraries, literature, articles, books, conference …

NLP Tasks # Introduction # Processing words of any language and driving some meaning from these is as old as the human language. Recently, AI momentum is taking on many of these language-processing …

SQL and Relational Algebra # Relational algebra (RA) is considered as a procedural query language where the user tells the system to carry out a set of operations to obtain the desired results. i.e. …

Types of Questions # Introduction # Question-Answering task is one of the tasks in NLP-Task. To create a high-performing AI system that can understand the question correctly and answer appropriately, …

Google Cloud APIs # Introduction # Hundreds of services from Google are available to consumers as API. Every API has a specific purpose. Over a period of time, google keeps clubbing these API …

Tuning Large Language Model with VertexAI # Why Model Tuning? # Tuning is required when you want the model to learn something niche or specific that deviates from general language patterns. Goal of …

Introduction to Prompt Best Engineering # Prompts can contain questions, instructions, contextual information, examples, and partial input for the model to complete or continue. After the model …

Database and Analytics Product Services from Google Azure AWS # Database Tools/Services # Sno Amazon Azure Microsoft 1. Amazon Aurora : High performance managed relational database with full MySQL …

AI Product and Services from Google, Azure and AWS # Sno Azure Google AWS 1. Anomaly Detector: Easily add anomaly detection capabilities to your apps. AutoML: Custom low-code models Doc Amazon …

Introduction to AI Model deployment # Big Players # Amazon Amazon has many products and one of their product is AWS Cloud. Under this product they sell IT infrastructure (storage, memory, network, …

AWS SageMaker Jumpstart Models # As of 17-Jul-23, AWS Sagemaker has 463 models in its Model Zoo. They call these models as Jumstart Models. What are the capabilities of these models, who are the …

Python Decorator Function # What is Decorator Function in Python # In Python, a decorator is a special type of function that allows you to modify or extend the behavior of other functions or methods. …

Major LLM Developers Shaping the AI Landscape # From Text to Intelligence: Major LLM Developers Shaping the AI Landscape Introduction: # The world of Artificial Intelligence (AI) has experienced an …

Embedding with FastText # What is Embedding? What are Different Types of Embedding What is FastText? # FastText is an open-source library for efficient learning of word representations and sentence …

Python Naming Convention # UPPERCASE / UPPER_CASE_WITH_UNDERSCORES => module-level constants lowercase / lower_case_with_underscores => for variable and function name. CapitalizedWords (or …

Sorting Algorithm A Summary # Introduction # Sorting is a fundamental operation in computer science and plays a vital role in various applications. Whether it’s organizing data, searching for …

What is GAN Architecture? # Generative Adversarial Networks (GANs) are a powerful class of neural networks that are used for unsupervised learning. It was developed and introduced by Ian J. …

What is CAPTCHA? # CAPTCHA stands for “Completely Automated Public Turing test to tell Computers and Humans Apart.” It is a security mechanism used by websites to determine whether the …

A Guide to Model Fine Tuning with OpenAI API # Account Setup and API Key Generation # Go to openai, sign up there and create your account. After than you need to create an API using API Key Link. You …

Capabilities of AI Transformers # Background # Whether GPT, ChatGPT, DALL-E, Whisper, Satablity AI or whatever significant you see in the AI worlds nowdays it is because of Transformer Architecture. …

Model Garden of VertexAI: # Unlocking the Power of Google’s VertexAI: Exploring the World of Pre-Built Models for AI Tasks # Introduction: # Artificial Intelligence (AI) has transformed …

Demystifying DevOps, MLOps, and DataOps: # Bridging the Gap between Software Development, Machine Learning, and Data Managemen Introduction # What is DevOps # DevOps, short for Development and …

All Resources to Learn Data Science # Introduction # Welcome to the AI ML Resources category page, where you’ll find a wealth of knowledge on various topics related to Artificial Intelligence …

Unlocking the Power of Azure # Exploring 300+ Cloud Services and Their Purposes All these services are availalbe at Link: Introduction # Embracing the cloud has become an integral part of modern …