Data Science Blog
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Welcome to my Data Science Blog!
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AI Hardware & Infrastructure
IT Infrastructure
Artificial Intelligence (AI)
AI Hardware
Artificial Intelligence (AI)
Computing Infrastructure
Gaming
NVIDIA Timeline # NVIDIA Corporation has an illustrious history since its founding in 1993. It started as a graphics processing pioneer and has grown into a global leader in AI, gaming, data center …
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Language Models (LLMs)
AI Hardware & Infrastructure
IT Infrastructure
AI Infrastructure
Cloud Computing
MLOps
RAG Models
Vector Databases
AI Model Deployment
Distributed Systems
Navigating the LLM Infrastructure Landscape: From Cloud Giants to Specialized Providers # 1. Introduction # The rapid advancement of Large Language Models (LLMs) has revolutionized a wide range of …
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AI/ML Models
AI Hardware & Infrastructure
Software Development
AI Model Formats
Machine Learning (ML)
ML Frameworks
AI Model Optimization
Artificial Intelligence (AI)
Understanding GGUF and Other Model Formats in Machine Learning # As machine learning models continue to grow in complexity, the need for efficient, flexible, and versatile model formats becomes more …
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AI Hardware & Infrastructure
Development Environment & Tools
AI/ML Models
Language Models (LLMs)
Artificial Intelligence (AI)
Vector Databases
RAG Models
Machine Learning (ML)
Natural Language Processing (NLP)
Exploring AnythingLLM # What is AnythingLLM? # AnythingLLM is an open-source project developed by Mintplex Labs that offers a highly flexible platform for creating personalized language models and …
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Python
Software Development
Technology Trends & Future
Web Development
Frontend Development
JavaScript
TypeScript
Navigating Python Ecosystem # 1. History of Python Development # Python was created by Guido van Rossum and was first released in 1991. Its design philosophy emphasizes code readability, and its …
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Web Development
IT Infrastructure
Programming
Web Development
Frontend Development
JavaScript
TypeScript
Processors for HTML, CSS, and JS Code # What are HTML Processors? # HTML processors (or preprocessors) extend HTML functionality by adding new features like templating, reusable components, loops, …
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Web Development
IT Infrastructure
Web Development
Exploring Popular Web Server # What is Webserver? # A web server is software or hardware that serves web content to users over the internet. It hosts, processes, and delivers web pages to clients, …
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Software Development
Business & Career
Generative AI
AI Application Development
Software Development
Natural Language Processing (NLP)
Exploring All Dimensions of Application Development # These aspects highlight the diverse areas involved in application development beyond just frontend, backend, or mobile/desktop apps. Each plays a …
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Language Models (LLMs)
Software Development
AI Applications
Generative AI
AI Application Development
Software Development
Natural Language Processing (NLP)
Exploring LLM Application Development # What is LLM Application Development? # Large Language Model (LLM) application development involves creating applications that leverage pretrained large …
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Artificial Intelligence (AI)
AI/ML Research & Evaluation
Evaluation & Metrics
Generative AI
AI Benchmarks
Natural Language Processing (NLP)
AI Benchmarks Explained: Essential Components and Leading LLM Evaluation Techniques # What is a Benchmark in AI? # A benchmark in AI is like a standard measurement tool that helps researchers and …
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Machine Learning (ML)
AI/ML Models
Generative AI
Human-AI Interaction
Prompt Engineering
Machine Learning Techniques
Natural Language Processing (NLP)
Transfer Learning Key AI Techniques Explained # In this article we will understand some important concepts used within machine learning.
What is in-context Learning? What is Prompt-Engineering? What …
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Language Models (LLMs)
AI/ML Models
Language Models (LLMs)
Artificial Intelligence (AI)
Natural Language Processing (NLP)
Machine Learning (ML)
AI Models
Generative AI
AI Technology
Deep Learning (DL)
Introduction: # The world of Generative AI (GenAI) is expanding at an astonishing rate, with new models emerging almost daily, each sporting unique names, capabilities, versions, and sizes. For AI …
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Software Development
Technology Trends & Future
Generative AI
Human-AI Interaction
Content Creation
Natural Language Processing (NLP)
JavaScript
Navigating the JavaScript Ecosystem: npm, Yarn, unpkg, and More # This article is trying to answer following questions.
Evoluation of Javascript and Relationship with Java. What are popular …
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Generative AI
AI Applications
Generative AI
Human-AI Interaction
Content Creation
Natural Language Processing (NLP)
Application of Generative AI (GenAI) # Generative AI (GenAI) is transforming how we interact with technology by producing human-like text, images, audio, and even code. Leveraging advanced models, …
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Web Development
Development Environment & Tools
Static Site Generators
Software Development Concepts
Understanding Jekyll Framework # What is Jekyll? # Jekyll is a popular static site generator that transforms plain text into static websites and blogs. It’s built with Ruby and designed to be …
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Containerization
DevOps & MLOps
Cloud Computing
Containerization
Docker
Kubernetes
Oracle Cloud
Introduction to Container Registry # What is Container Registry? # A container registry is a central store or service where container images are stored, managed and distributed. Container images are …
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Cloud Computing
AI Hardware & Infrastructure
AI/ML Models
Artificial Intelligence (AI)
Machine Learning (ML)
Oracle Cloud
AI/ML with Oracle Cloud # Oracle Infrastructure Services # Register for Oracle Cloud Free Tier
Oracle AI Main services # Digital Assistant Document Understanding Language Vision Speech Stream Cloud …
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Business & Career
Web Development
Technology Trends & Future
SEO
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 …
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Web Development
Programming
Software Development
Frontend Development
Software Development Concepts
Python
Ruby
PHP
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 …
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Generative AI
Data Science
AI/ML Models
Data Science Concepts
Data Privacy
Programming
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 …
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Databases
API Development
Programming
SQL Databases
API Development
Programming
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 …
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Python
Programming
Development Environment & Tools
Software Development Tools
Programming
Python
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, …
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IT Infrastructure
System Administration
Programming
Command Line Interface (CLI)
Linux
Programming
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 …
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Cloud Computing
Mobile Development
API Development
GCP Cloud
Application Integration
Programming
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 …
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Ruby
Programming
Development Environment & Tools
Software Development Tools
Programming
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 …
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Artificial Intelligence (AI)
AI/ML Models
Natural Language Processing (NLP)
Language Models (LLMs)
Machine Learning Concepts
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 …
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AI Hardware & Infrastructure
AI/ML Models
Artificial Intelligence (AI)
Language Models (LLMs)
Artificial Intelligence (AI)
Chatbots
Web Technology
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 …
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Version Control
GitHub
Development Environment & Tools
Learning Resources
GitHub
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 …
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Databases
Data Engineering
Database Design
SQL Databases
NoSQL Databases
Data Architecture
System Design
Data Storage
Database Management
Data Management
Technology Concepts
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 …
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Data Engineering
Databases
Data Science
Big Data
Data Warehousing
SQL Databases
Data Processing
Databases
Data Analytics
Data Integration
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 …
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Machine Learning (ML)
Learning Resources
Machine Learning (ML)
AI Model Evaluation
Machine Learning Techniques
AI Model Optimization
Machine Learning Algorithms
Dimensionality Reduction
Explainable AI (XAI)
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 …
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Containerization
Development Environment & Tools
Software Development
Docker
Development Environment
Development Tools
DevOps
Containerization
Software Development
Cloud Development
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 …
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Machine Learning (ML)
DevOps & MLOps
AutoML
Machine Learning (ML)
AI Automation
Cloud AI Services
Machine Learning Tools
Data Science
AI Model Development
AI Platforms
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 …
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Python
Development Environment & Tools
Learning Resources
Python
Programming Concepts
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 …
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Development Environment & Tools
System Administration
GCP Cloud
Machine Learning (ML)
Computing Infrastructure
Cybersecurity
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 …
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Cloud Computing
Cybersecurity
GCP Cloud
Machine Learning (ML)
Computing Infrastructure
Cybersecurity
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 …
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Mobile Development
Software Development
Software Architecture & Design
Mobile Development
DevOps
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 …
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Python
Software Development
Software Architecture & Design
Python
Software Development Best Practices
Development Environment
DevOps
Best Practices
Software Architecture
Understanding Python Project Folder Structures: Essential Directories Explained # Introduction # In Python projects, certain folders and files serve specific purposes to help with organizing code, …
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Generative AI
Cloud Computing
AI Hardware & Infrastructure
Cloud AI Services
AWS Cloud
Azure Cloud
GCP Cloud
Generative AI
Cloud Computing
ML Infrastructure
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 …
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AI Hardware & Infrastructure
Development Environment & Tools
AI/ML Models
Language Models (LLMs)
AI Platforms
Technology Companies
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? …
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Version Control
GitHub
Software Development
GitHub
Version Control
Software Development
Collaboration Tools
DevOps
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) …
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Software Development
Development Environment & Tools
Programming
Software Development Tools
Software Development
System Administration
Linux
Development Tools
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 …
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Machine Learning (ML)
Development Environment & Tools
AI Hardware & Infrastructure
ML Frameworks
GPU Computing
Deep Learning Development
Docker
Development Environment
ML Infrastructure
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 …
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Artificial Intelligence (AI)
Technology Trends & Future
Societal Impact
AI Trends
Societal Impact of Technology
Technology Trends
AI Ethics and Governance
Digital Transformation
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 …
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Language Models (LLMs)
AI Hardware & Infrastructure
AI/ML Models
AI Platforms
Language Models (LLMs)
Natural Language Processing (NLP)
Specific AI Models
AI Model Architecture
Machine Learning (ML)
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. …
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DevOps & MLOps
Machine Learning (ML)
Development Environment & Tools
MLOps
DevOps
Machine Learning (ML)
AI Model Deployment
AI Model Monitoring
Automation
AI Model Management
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 …
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Programming
Learning Resources
Programming
Software Development
Coding Resources
Learning Resources
Technical Interviews
Career Development
Development Environment
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 …
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AI Applications
Cybersecurity
Artificial Intelligence (AI)
Cybersecurity
Machine Learning (ML)
AI Ethics and Governance
Data Security
Business Concepts
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 …
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Artificial Intelligence (AI)
Technology Trends & Future
Artificial Intelligence (AI)
Open Source
Technology Concepts
Machine Learning (ML)
AI Development
Technology Ethics
AI Model Deployment
AI Infrastructure
AI Trends
AI Ethics and Governance
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. …
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Language Models (LLMs)
AI Hardware & Infrastructure
IT Infrastructure
AI Infrastructure
Computing Infrastructure
GPU Computing
Computer Science Fundamentals
Deep Learning (DL)
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 …