Data Science Blog
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Welcome to my Data Science Blog!
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AI Hardware & Infrastructure
DevOps & MLOps
Artificial Intelligence (AI)
Edge AI
AI Research Tools
AI in Data Privacy
AI Output Control
AI Model Customization
AI Security
Why to use Offline AI Models? # There are dozens of AI companies offering cloud-based AI solutions, and prices have been steadily decreasing over time. These models generally produce high-quality …
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Development Environment & Tools
Programming
Learning Resources
Development Environment
Cloud Development
Coding Resources
AI Development Tools
Data Science Tools
Online Coding Tools # The main difference between various online coding tools lies in how these tools function and what they are optimized for. Without wasting much time around let’s get into …
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IT Infrastructure
Programming
Learning Resources
Computer Hardware
Embedded Systems
The Basics of Microprocessor and Microcontroller # What is a Microcontroller? # A microcontroller (MCU) is a compact, integrated computing device that includes a processor (CPU), memory (RAM & …
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Artificial Intelligence (AI)
AI/ML Models
Philosophy & Cognitive Science
AI Reasoning
AI Capabilities
AI Problem Solving
AI Model Deployment
AI Model Integration
Technology Concepts
Open Source AI
Exploring Reasoning Models in AI Marketplace - Feb'2025 # What Makes a Model a “Reasoning Model”? # The term “reasoning model” is not strictly defined but generally refers to …
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AI/ML Models
Language Models (LLMs)
Artificial Intelligence (AI)
Specific AI Models
AI Reasoning
AI Capabilities
AI Problem Solving
AI Model Deployment
AI Model Integration
Exploring DeepSeek R1: The AI That Thinks Like a Human # Artificial Intelligence (AI) has come a long way, but few models have captured the imagination of researchers, developers, and businesses like …
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AI Hardware & Infrastructure
Development Environment & Tools
AI/ML Models
Specific AI Models
Specific AI Tools
Docker
AI Model Deployment
AI Model Integration
Integrating Ollama AI Models and Open WebUI on Docker # Introduction # Ollama, Opensource LLM Framework from Meta, provides a powerful way to work with large language models (LLMs) efficiently. While …
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Prompt Engineering
Artificial Intelligence (AI)
Natural Language Processing (NLP)
Prompt Engineering
AI Models
Cloud AI Services
Unlocking the Power of Prompts # Introduction # What can you do with Art of Prompting and powerful AI Models? You can use prompts to accomplish almost any task that requires human intelligence. …
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Machine Learning (ML)
Artificial Intelligence (AI)
Reinforcement Learning (RL)
Exploring Reinforcement Learning Concepts # Reinforcement Learning (RL) is a rich and complex field with many important concepts. Here are some high level concepts which you need to understand, and …
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Data Science Resources
Remove
Web Development Resources
Learning Resources
Research Resources
Data Science Resources
AI Resources
Bookmark Blog Articles from Browser # This web page serves as a continuation of the AI Resources page. As the original page grew excessively long and cumbersome to navigate, I created this dedicated …
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Data Science Resources
AI Tools
AI Resources
AI Development
AI Job Search
AI Business Tools
AI Resources: Ultimate Collection of Cutting-Edge Tools for AI Enthusiasts # Introduction # In a world driven by innovation and accelerated by artificial intelligence, the right tools can make all …
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Web Development
Programming
Software Development
Frontend Development
Web Development
Web Design
Exploring Advance CSS Coding # HTML give the structure to any website, it is like bone strucutre of the body. But the CSS makes it colorful, give some life imitation ability and make it beautiful, it …
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Development Environment & Tools
Containerization
IT Infrastructure
Development Environment
Operating Systems
Docker
GitHub
Linux
Setting Development Environment with WSL2, Docker and Github # This quick tutorial is about setting Up a Development Environment with Windows 11, WSL 2, Docker and Github
Introduction # Like any …
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Programming
System Administration
Development Environment & Tools
Scripting
Operating Systems
Linux
Exploring Shell Scripting and Batch Files # Batch files are scripts that contain a series of commands to be executed by the command-line interpreter. These files can automate repetitive tasks and …
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DevOps & MLOps
Development Environment & Tools
AI/ML Models
AI Platforms
Operating Systems
Exploring the Location of Ollama Models on Local Machine # Objective # Many times you may have a question like, I have installed ollama in wsl and download some ollama models. Ollama list shows me …
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Computer Vision (CV)
AI/ML Models
Artificial Intelligence (AI)
Computer Vision
Generative AI
Language Models (LLMs)
AI Trends
State of the Art Computer Vision Models # What are the different methods of Image generation? # There are several methods for image generation. Diffusion models are currently the state-of-the-art due …
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Language Models (LLMs)
Interdisciplinary Topics
Artificial Intelligence (AI)
Sanskrit
AI Language
NLP Concepts
Specific AI Models
The Road to Bharat LLMs Goes Via Sanskrit # The Case for Sanskrit as India’s AI Language
The National Language Debate and Its Impact on AI # Since India’s independence, the debate over a …
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Industry Applications
Technology Trends & Future
Interdisciplinary Topics
Energy
Exploring the Energy Demand and Supply of India # Introduction # When India talks about becoming a Vishwa Guru (World Leader), Vishwa Mitra (Friend of the World), the Leader of the South, or an AI …
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AI Hardware & Infrastructure
IT Infrastructure
AI Hardware
Deep Learning (DL)
Demystifying NVIDIA GPUs # Introduction # NVIDIA has been in the GPU manufacturing business since 1993. They offer hundreds of different types of GPUs for various segments and purposes. For those not …
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Natural Language Processing (NLP)
AI/ML Models
Data Science
NLP Concepts
Machine Learning Concepts
Natural Language Processing (NLP)
Exploring Tokenization and Embedding in NLP # Tokenization and embedding are key components of natural language processing (NLP) models. Sometimes people misunderstand tokenization and embedding and …
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Natural Language Processing (NLP)
AI/ML Models
Artificial Intelligence (AI)
Transformer Models
Machine Learning Concepts
Deep Learning (DL)
Introduction # Embedding can be confusing for many people, and contextual embedding performed by transformers can be even more perplexing. Even after gaining an understanding, many questions remain. …
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Computer Vision (CV)
AI/ML Models
Artificial Intelligence (AI)
Neural Networks
Deep Learning (DL)
Artificial Intelligence (AI)
Understanding the Working of CNN # In this article, we aim to delve deeper into the working of CNNs. This article is intended for readers who have a basic understanding of CNNs and have …
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AI/ML Models
Technology Trends & Future
Artificial Intelligence (AI)
AI Models
AI Industry
Research Methods
Power of Chinese AI Models # Introduction # After the Deepseek R1 turmoil in the market, there has been a shift in attention towards China. The West is now looking towards the East, and even those in …
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Computer Vision (CV)
Research & Academia
AI/ML Research & Evaluation
Computer Vision
Research Methods
Artificial Intelligence (AI)
Computer Vision Research Work # When we talk about “vision” capabilities, most people don’t understand how complex the brain is in processing the visual spectrum (light signals). …
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Artificial Intelligence (AI)
AI/ML Research & Evaluation
Evaluation & Metrics
Artificial Intelligence (AI)
AI Benchmarks
Exploring AI Benchmarks & Leaderboards # Introduction # A benchmark is a standardized test or set of metrics used to measure and compare the performance, capabilities, or quality of systems, …
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Artificial Intelligence (AI)
Machine Learning (ML)
AI/ML Models
AI Models
Software Design
Artificial Intelligence (AI)
Understanding Different Types of Models # Introduction # A model is a simplified representation or abstraction of a system, concept, or phenomenon around us. It is used to analyze, understand, …
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Programming
Software Development
Programming Concepts
Software Design
Understanding Callbacks # In the software solution design sometime people find callback confusing and this article is about helping developers and architects understanding this. We will discuss what …
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Artificial Intelligence (AI)
AI/ML Models
AI Applications
Artificial Intelligence (AI)
AI Agents
Automation
Systems Thinking
Exploring AI Agents # Introduction # As of the start of 2025, we are hearing a lot of buzz around Agents, Workflow, System, AI Employee etc. In this article, we are trying to understand some …
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Artificial Intelligence (AI)
Business & Career
Technology Trends & Future
Artificial Intelligence (AI)
Product Development
Innovation
Technology Trends
AI Product Ideas # Introduction # There is a flood of AI products in the market, yet some people are still searching for ideas to get started. The following list of ideas can serve as a good starting …
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Artificial Intelligence (AI)
Machine Learning (ML)
Business & Career
Artificial Intelligence (AI)
Project Management
Innovation
Technology Trends
AI Project Ideas # Introduction # In your journey of learning and practicing AI project you may find these articles and repositories useful. I found it over many places and compiled them here. Some …
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API Development
Web Development
Mobile Development
API Integration
Business Communication
Chatbots
WhatsApp Integration: Webhooks, Messaging, and Architecture Design # Introduction # When evaluating WhatsApp integrators, it’s crucial to assess their capabilities based on your business …
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IT Infrastructure
Programming
Networking
Unraveling Wireless Communication # Introduction # Wireless communication is at the heart of modern connectivity. In this article, we explore key aspects of wireless technology, including GSM …
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Artificial Intelligence (AI)
AI/ML Models
Data Science
Artificial Intelligence (AI)
AI Models
Adapting AI Models to the Latest Information: Methods and Approaches # Introduction # Artificial Intelligence offers numerous advantages over traditional search engines like Google or Bing, but it …
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AI Ethics & Governance
Software Development
Technology Trends & Future
Open Source
Software Licensing
Artificial Intelligence (AI)
Navigating Open-Source Licensing in the Age of AI: Challenges and Considerations # Introduction # Software products, at their core, are solutions designed to address specific problems. Just as there …
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DevOps & MLOps
Business & Career
Learning Resources
Automation Tools
Automation
Application Integration
Exploring Make.com - A Comprehensive Guide to Automation and Its Alternatives # Make.com is an automation platform that allows users to create custom workflows between various apps and services. With …
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AI Hardware & Infrastructure
Cloud Computing
IT Infrastructure
Artificial Intelligence (AI)
Cloud Computing
Computing Infrastructure
Rethinking AI Infrastructure: Advantages of On-Prem Over Cloud Solutions # Why Not to Use Cloud AI Solutions? # There are valid reasons for considering alternatives to cloud-based infrastructure when …
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Artificial Intelligence (AI)
AI Hardware & Infrastructure
Industry Applications
Artificial Intelligence (AI)
AI Hardware
Innovation
Shaping Tomorrow with AI: Nvidia’s Innovations in Graphics, Robotics, and Intelligence # This article is based on various online resources, including articles and YouTube videos, but is heavily …
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Artificial Intelligence (AI)
Technology Trends & Future
AI Trends
Software Development
Artificial Intelligence (AI)
Major AI Predictions for 2025 # Listen Summary of this in Podcast Format # Your browser does not support the audio element. AI Predictions for 2025 # 1. AI Agents and Autonomous Tools # AI agents …
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Software Development
Technology Trends & Future
Business & Career
Software Development
Software Development Lifecycle (SDLC)
Software Engineering
The Complete Ecosystem of Software Development # Software processes are a fascinating area because they encapsulate not just the technical aspects but also the collaborative, creative, and even …
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Development Environment & Tools
Programming
IT Infrastructure
Networking Tools
Command Line Interface (CLI)
Web Development
! What is curl command? # The curl command is a versatile command-line tool for transferring data to and from servers using various protocols like HTTP, HTTPS, FTP, etc. It allows you to make requests …
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AI Applications
Interdisciplinary Topics
Research & Academia
Artificial Intelligence (AI)
Biology
AI in Biology
How AlphaFold is Revolutionizing Protein Science: Answering Big Questions with AI # Introduction # What are proteins, and why are they important for life? 🧬 # Proteins are the workhorses of life. …
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Artificial Intelligence (AI)
Technology Trends & Future
AI Hardware & Infrastructure
Artificial Intelligence (AI)
Natural Language Processing (NLP)
Language Models (LLMs)
OpenAI 12 Days 2024 Announcements # Day 1- Announcements # Launch of o1 Full Version: This is an upgraded model designed to be faster, smarter, and multimodal, responding better to instructions. It …
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Language Models (LLMs)
Software Development
Programming
Artificial Intelligence (AI)
Natural Language Processing (NLP)
Language Models (LLMs)
Maximizing Your LLM Project: A Comprehensive Guide to Effective Prompt Types # When working on a project that leverages Large Language Models (LLMs), selecting the right model and prompt type can be …
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AI Ethics & Governance
Societal Impact
Technology Trends & Future
Artificial Intelligence (AI)
Natural Language Processing (NLP)
Transformer Models
Transformer Architecture
AI Imperialism: Western Dominance and the Future of Global Technology # In the rapidly evolving landscape of artificial intelligence (AI), the emergence of transformer models has marked a significant …
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AI/ML Models
Artificial Intelligence (AI)
Artificial Intelligence (AI)
Natural Language Processing (NLP)
Transformer Models
Transformer Architecture
Remove
Visualizing Transformers and Attention # This is the summary note from Grant Sanderson’s talk at TNG Big Tech 2024. My earlir article on transformers can be found here
Transformers and Their …
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AI Hardware & Infrastructure
IT Infrastructure
Artificial Intelligence (AI)
Machine Learning (ML)
AI Hardware
Exploring Graphics Processing Units (GPUs) # Overall Computational Power of GPUs # ⚡ Incredible Calculation Speed: Modern GPUs can perform tens of trillions of calculations per second (e.g., 36 …
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Artificial Intelligence (AI)
AI/ML Models
Technology Trends & Future
Artificial Intelligence (AI)
Machine Learning (ML)
Language Models (LLMs)
Generative AI
AI Models
AI Industry
AI Models and Creators # Popular Models and Their Creator # Nova - Amazon Gemini, Gemma - Google Granite - Oracle GPT - OpenAI Phi - Microsoft Azure Einstein - Salesforce Joule - SAP Grok - X …
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AI Applications
Artificial Intelligence (AI)
Industry Applications
AI Applications
Economics
Statistics
Data Science
Features of Shazam Econometrics Software # A free, downloadable Trial Version of SHAZAM is available to try out.
All features are enabled although the amount of memory available for calculations …
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Language Models (LLMs)
DevOps & MLOps
Cloud Computing
Serverless Computing
Azure AI
Artificial Intelligence (AI)
Technology Companies
Serverless LLM Deployment Platform # Microsoft’s Serverless LLM Deployment Platform # Azure OpenAI Service # Azure OpenAI Service is Microsoft’s answer to serverless LLM deployment. It …
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AI Hardware & Infrastructure
Cloud Computing
Microsoft AI
Azure AI
Microsoft AI Products # Microsoft offers several tools and platforms for AI and machine learning, comparable to Google’s Vertex AI and Google AI Studio. These tools are integrated within …
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AI Hardware & Infrastructure
Cloud Computing
Google AI Platform
Artificial Intelligence (AI)
MLOps
Serverless Computing
Google AI Studio vs Vertex AI # The difference between Vertex AI and Google AI Studio lies in their scope, functionality, and target audiences within Google’s suite of AI tools.
1. Vertex AI # …