Data Science Blog
loading
·
Welcome to my Data Science Blog!
·815 words·4 mins·
loading
Databases
Data Analysis & Visualization
Cloud Computing
Cloud Computing
Database Management
Data Analytics
AWS Cloud
GCP Cloud
Azure Cloud
Cloud Databases
Big Data
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 …
·926 words·5 mins·
loading
Artificial Intelligence (AI)
Cloud Computing
AI Hardware & Infrastructure
AWS Cloud
GCP Cloud
Azure Cloud
Cloud Computing
AI Services
Machine Learning (ML)
Cloud AI Services
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 …
·2251 words·11 mins·
loading
Machine Learning (ML)
DevOps & MLOps
AI/ML Models
MLOps
AI Model Deployment
Machine Learning (ML)
DevOps
Cloud Computing
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, …
·7851 words·37 mins·
loading
AI Hardware & Infrastructure
AI/ML Models
Cloud Computing
Python
Programming
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 …
·977 words·5 mins·
loading
Python
Programming
Software Development
Python
Programming
Software Development
Software Design
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. …
·2713 words·13 mins·
loading
Language Models (LLMs)
AI/ML Research & Evaluation
Technology Trends & Future
Language Models (LLMs)
Natural Language Processing (NLP)
Machine Learning (ML)
AI Industry
AI Research
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 …
·1749 words·9 mins·
loading
Natural Language Processing (NLP)
AI/ML Models
Data Science
Natural Language Processing (NLP)
NLP Concepts
NLP Models
Machine Learning (ML)
Text Processing
Deep Learning (DL)
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 …
·465 words·3 mins·
loading
Python
Software Development
Programming
Python
Programming
Software Development Best Practices
Best Practices
Software Development
Python Naming Convention # UPPERCASE / UPPER_CASE_WITH_UNDERSCORES => module-level constants lowercase / lower_case_with_underscores => for variable and function name. CapitalizedWords (or …
·1534 words·8 mins·
loading
Algorithms
Programming
Programming
Algorithms
Data Structures
Computer Science
Algorithm Analysis
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 …
·937 words·5 mins·
loading
Generative AI
AI/ML Models
Software Architecture & Design
Deep Learning (DL)
Generative AI
Neural Networks
Computer Vision
Machine Learning (ML)
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. …
·253 words·2 mins·
loading
Cybersecurity
Web Development
Cybersecurity
Web Development
Computer Vision
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 …
·1563 words·8 mins·
loading
Artificial Intelligence (AI)
AI/ML Models
Programming
Natural Language Processing (NLP)
Transformer Models
Deep Learning (DL)
AI Industry
AI Model Customization
API Integration
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 …
·5790 words·28 mins·
loading
Artificial Intelligence (AI)
AI/ML Models
Natural Language Processing (NLP)
Transformer Models
Deep Learning (DL)
Machine Learning (ML)
Neural Networks
Language Models (LLMs)
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. …
·3183 words·15 mins·
loading
AI Hardware & Infrastructure
AI/ML Models
Cloud Computing
Google AI Platform
Machine Learning (ML)
GCP Cloud
AI Models
AI Model Management
Cloud AI Services
Machine Learning Models
AI Development
Cloud Computing
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 …
·1731 words·9 mins·
loading
DevOps & MLOps
DevOps
MLOps
DataOps
Software Development
Machine Learning (ML)
Data Engineering
Automation
Best Practices
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 …
·758 words·4 mins·
loading
Data Science
Learning Resources
Data Science
Learning Resources
AI Education
Machine Learning (ML)
Education Technology
Development Tools
Data Science Education
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 …
·4326 words·21 mins·
loading
Cloud Computing
IT Infrastructure
Azure Cloud
Cloud Computing
Cloud Services
Cloud Infrastructure
Cloud Technology
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 …
·2727 words·13 mins·
loading
Cloud Computing
IT Infrastructure
AWS Cloud
Cloud Computing
Cloud Services
Cloud Infrastructure
Cloud Technology
A Comprehensive Guide to 210+ AWS Services # Exploring 210+ Cloud Services and Their Purposes
All these services are availalbe at Link
Introduction # Amazon Web Services (AWS) is a suite of cloud …
·2514 words·12 mins·
loading
Cloud Computing
IT Infrastructure
GCP Cloud
Cloud Computing
Cloud Services
Cloud Infrastructure
Cloud Technology
Digital Infrastructure
Google Cloud Service Catalog # A Comprehensive Overview of 250+ Google Cloud Services
All these services are availalbe at Link
Introduction # In the ever-evolving landscape of cloud computing, Google …
·1601 words·8 mins·
loading
Web Development
Technology Trends & Future
IT Infrastructure
Technology Services
Web Development Resources
Digital Tools
Technology Products
Technology Platforms
Technology Ecosystems
Web Development
Unraveling the Google Web Exploring the Purpose of Google’s Websites # introduction # Google has become synonym of search. Therefore when you want to search something you say google it. But, we …
·1221 words·6 mins·
loading
Artificial Intelligence (AI)
AI/ML Research & Evaluation
Artificial Intelligence (AI)
AI History
Computer Science
Machine Learning (ML)
Deep Learning (DL)
AI Research
Innovation
AI Development
God Fathers of AI # In other fields of studies or in religion, there is only one god or only one godfather. But in the field of AI, that is not the case. There are many pioneers or Godfathers who …
·1686 words·8 mins·
loading
Generative AI
Language Models (LLMs)
Business & Career
Specific AI Models
Business Applications
AI Applications
Language Models (LLMs)
Enterprise AI
Digital Transformation
AI Implementation
Business Innovation
Technology Integration
Business-Usecases-of-GPT # Introduction # You will not lose your job because of AI, but you may lose it because you didn’t learn how to use AI in your job.
Artificial Intelligence (AI) has …
·2515 words·12 mins·
loading
Data Science
Philosophy & Cognitive Science
Interdisciplinary Topics
Data Science
Digital Transformation
Societal Impact of Technology
Data Ethics
Organizational Culture
Technology Trends
The Interconnectedness of Life and Data # Introduction # While reading below keep your mind open. If you can keep your religious or even scientific information aside it would help you understand my …
·8420 words·40 mins·
loading
Machine Learning (ML)
AI/ML Models
Artificial Intelligence (AI)
Machine Learning (ML)
Deep Learning (DL)
Artificial Intelligence (AI)
Neural Networks
Data Science
Machine Learning Types
Reinforcement Learning (RL)
AI Algorithms
Types of Machine Learning # Introduction # Machine learning is a field of artificial intelligence that focuses on developing algorithms that can learn from data and make predictions or decisions. …
·902 words·5 mins·
loading
IT Infrastructure
System Administration
Linux
Operating Systems
System Administration
System Architecture
Learning Resources
Linux OS Directories # Linux OS Folders and the purpose.
Introduction: # Linux is a widely used operating system that is known for its flexibility and versatility. One of the unique features of Linux …
·1193 words·6 mins·
loading
Technology Trends & Future
Technology Concepts
Innovation
Technology Trends
Information Technology (IT)
Manufacturing Technology
Computing Infrastructure
How Many Types of Technologies? # Introduction # Often we hear various jargon of different types of technologies and sometimes during the discussion, it becomes a mouthful of technologies to digest …
·1298 words·7 mins·
loading
Philosophy & Cognitive Science
Interdisciplinary Topics
Consciousness Studies
Philosophy
Neuroscience
Cognitive Science
Psychology
Podcast Summary: Lex Fridman Sam Harris Consciousness Free Will Psychedelics # This is an interesting and deepdive discussion between Lex Fridman and Sam Harris. In 3 hours 20 minute enchanting …
·10472 words·50 mins·
loading
Philosophy & Cognitive Science
Learning Resources
Consciousness Studies
Philosophy
Spirituality
Psychology
Neuroscience
Cognitive Science
Books on Consciousness # Introduction # If you are from the software industry and especially in a data scientist role on day to day basis. Then there are high chances you ask questions like
What is …
·830 words·4 mins·
loading
AI Ethics & Governance
Artificial Intelligence (AI)
AI Ethics and Governance
Data Ethics
Technology Ethics
AI Development
Sustainability
Responsible AI # Introduction: # Artificial Intelligence (AI) is rapidly transforming the way we live, work, and interact with the world around us. As AI systems become increasingly sophisticated and …
·4008 words·19 mins·
loading
Machine Learning (ML)
Mathematics
Algorithms
Machine Learning (ML)
Deep Learning (DL)
AI Model Optimization
Neural Networks
Machine Learning Fundamentals
Optimization Theory
AI Model Training
Algorithm Design
Cost-Functions-and-Optimizers-in-Machine-Learning # What is machine learning? # Machine learning is a subfield of artificial intelligence that focuses on the development of algorithms and statistical …
·1037 words·5 mins·
loading
FinTech
AI Applications
Industry Applications
FinTech
AI Applications
Business Concepts
Industry Applications
Application of AI in Banking, Finance, Security and Insurance (BFSI) # Introduction # The banking, financial services, and insurance (BFSI) sector has been at the forefront of adopting cutting-edge …
·1276 words·6 mins·
loading
Data Science
AI Hardware & Infrastructure
IT Infrastructure
GPU Computing
Data Science
Deep Learning (DL)
Computing Infrastructure
Machine Learning (ML)
High Performance Computing (HPC)
AI Hardware
GPU for Data Science Work # What is the difference between microprocessor (CPU) and GPU? # A microprocessor and a GPU (graphics processing unit) are both types of processors, but they are designed …
·1827 words·9 mins·
loading
Databases
Data Engineering
Databases
NoSQL Databases
SQL Databases
Data Storage
Database Design
Data Management
Graph Databases
What are the various types of databases? # Introduction # In the 21st Century, Data is the real oil of machines. There are different kinds of oils and there are different kinds of containers. …
·1224 words·6 mins·
loading
Data Engineering
Databases
Data Architecture
Data Warehousing
Big Data
Data Management
Data Storage
Databases
Data Infrastructure
What is the difference between Data Lake and Data Warehouse? # Introduction # A data warehouse is a system used for reporting and data analysis, and is considered a “single version of the …
·458 words·3 mins·
loading
Agriculture Technology
AI Applications
Industry Applications
Agriculture Technology
AI Applications
Machine Learning (ML)
Computer Vision
AI Usecases in Agriculture Industry # Introduction # In the today world where energy saving, climate change, cost and process optimization, effectiveness is the philosophy of all business activities. …
·498 words·3 mins·
loading
AI Applications
Industry Applications
AI Applications
Industry Applications
Computer Vision
Machine Learning (ML)
Business Concepts
Automation
Manufacturing Technology
Food Technology
AI Use Cases in Food Processing # Introduction # The food processing industry is a vital sector in the global economy, responsible for providing safe and nutritious food to millions of people around …
·1013 words·5 mins·
loading
Technology Trends & Future
Societal Impact
Artificial Intelligence (AI)
Artificial Intelligence (AI)
Future of Work
History
Societal Impact of Technology
Human-AI Interaction
Digital Transformation
Automation
Technology Trends
Artificial Intelligence can Replace Human? # The Success of ChatGPT has taken the world by storm. Unless you are not living in some cave you already know what is happening. People are asking …
·1016 words·5 mins·
loading
Generative AI
AI/ML Models
Artificial Intelligence (AI)
Generative AI
Deep Learning (DL)
Neural Networks
Machine Learning (ML)
Computer Vision
AI Models
What is GAN? # What is GAN (Generative Adversarial Network)? # Generative adversarial networks (GANs) are besing used to generate images, videos, text, audio and music. GAN is a class of …
·1247 words·6 mins·
loading
AI/ML Models
Machine Learning (ML)
Artificial Intelligence (AI)
Neural Networks
Deep Learning (DL)
Machine Learning (ML)
Artificial Intelligence (AI)
AI Model Architecture
Data Science
AI Fundamentals
AI Model Training
AI Algorithms
Introduction to Neural Network # Introduction to a Perceptron # A perceptron is a type of artificial neural network that can be used for binary classification. It is a simple model that consists of a …
·4842 words·23 mins·
loading
Data Science
Statistics
Business & Career
Time Series Analysis
Data Science Career
Statistical Analysis
Predictive Analytics
Machine Learning (ML)
Data Science
Statistical Methods
Python
Timeseries Interview Questions # What are the characterstics of time series data? # Time series data is a series of data points collected over time. Some characteristics of time series data include: …
·11088 words·53 mins·
loading
Machine Learning (ML)
AI/ML Models
Statistics
Machine Learning Algorithms
Statistical Analysis
Machine Learning (ML)
AI Model Evaluation
Data Science
Predictive Analytics
Statistical Modeling
Linear Regression Interview Questions and Answers # In this question-answer article, I will try that the start of every answer from example rather than theory (some unavoidable variation may be …
·11808 words·56 mins·
loading
Statistics
Data Science
Business & Career
Statistics
Data Science Career
Statistical Analysis
Data Science
Statistical Methods
Data Analysis
Mathematics
Statistics Interview Question for Data Scientist # In this question-answer blog, I will try to answer that every question starts with an example rather than a theory or definition (some unavoidable …
·886 words·5 mins·
loading
Generative AI
Language Models (LLMs)
AI Applications
AI Industry
Natural Language Processing (NLP)
Machine Learning (ML)
Specific AI Models
Language Models (LLMs)
AI Technology
Transformer Architecture
What is GPT? # GPT is a transformer. Don’t confuse it with your electricity transformer! In Artificial Intelligence there are different kinds of neural network architectures to perform various …
·1423 words·7 mins·
loading
Generative AI
Language Models (LLMs)
AI Applications
Natural Language Processing (NLP)
Machine Learning (ML)
Specific AI Models
AI Industry
AI Applications
Language Models (LLMs)
What is ChatGPT? # ChatGPT is general purpose - “chat model” from OpenAI. It is a language model, which means if you type some text then it can understand and respond to you …
·518 words·3 mins·
loading
AI Applications
Industry Applications
Energy
Artificial Intelligence (AI)
Industry Applications
Sustainability
AI in Energy Management # Introduction # The application of AI in energy management is aimed at optimizing energy consumption and reducing waste in the energy sector. AI can help in Energy Demand …
·2323 words·11 mins·
loading
Computer Vision (CV)
Artificial Intelligence (AI)
Computer Vision
Image Processing
Deep Learning (DL)
Neural Networks
Machine Learning (ML)
AI Applications
What is Computer vision? # Background # In the digital world, scientists are working hard to create machines and robots that can interact with humans the way humans interact with each other. You …
·2399 words·12 mins·
loading
Artificial Intelligence (AI)
Philosophy & Cognitive Science
AI Reasoning
Computer Science Fundamentals
Critical Thinking
Analytical Thinking
The Science of Reasoning # About Reasoning # Reasoning is a unique ability in humans. Whatever civilizational advancement we see, it is because of our ability to think, imagine and reason. We all give …
·2582 words·13 mins·
loading
Natural Language Processing (NLP)
Artificial Intelligence (AI)
Machine Learning (ML)
Natural Language Processing (NLP)
Text Analysis
Language Models (LLMs)
NLP Applications
Text Mining
What is NLP? # Humans interact with their surroundings using different kinds of inputs. Eyes deal with inputs of color, shape, and size. Ear deals with inputs of sound, voice, and noise. Similarly, …
·904 words·5 mins·
loading
Data Science
Industry Applications
Business & Career
Content Formats
Industry Applications
Data Science Resources
Business Analytics
Book Review - Data Science in Marketing Analysis
BOOK REVIEW # TITLE OF THE BOOK: Data Science in Marketing Analysis # AUTHOR: Mirza Rahim Baig, Gururajan Govindan, and Vishwesh Ravi Shrimali # …
·266 words·2 mins·
loading
Machine Learning (ML)
Industry Applications
Business & Career
Machine Learning (ML)
Industry Knowledge
Machine Learning Applications
Machine Learning Techniques
AI Model Development
Domain Knowledge in Machine Learning # Let’s say the domain is a restaurant kitchen. A dataset with 3 variables. Two predictors and one predicted. Predictor variables are flour in kilograms and water …