Data Science Blog
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Welcome to my Data Science Blog!
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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 …
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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 …
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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 …
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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 …
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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 …
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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 …
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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. …
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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 …
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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 …
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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 …
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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 …
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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 …
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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 …
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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 …
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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 …
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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. …
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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 …
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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. …
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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 …
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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 …
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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 …
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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 …
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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: …
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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 …
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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 …
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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 …
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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 …
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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 …
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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 …
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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 …
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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, …
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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 # …
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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 …
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Data Science
AI Applications
Business & Career
Machine Learning Projects
Deep Learning Projects
NLP Projects
AI Project Ideas
Data Science Project Ideas
Machine Learning Project Ideas
Deep Learning Project Ideas
NLP Project Ideas
AI Projects Project Ideas
AI, Data Science, Machine Learning, Deep Learning, NLP Project Ideas # Project Name/Idea Type of Project IPL 2022 Analysis using Python Analysis Uber Trips Analysis Analysis …
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Machine Learning (ML)
Statistics
Evaluation & Metrics
Machine Learning Metrics
Evaluation Metrics
If you are like me then you must have struggled enough to understand the confusion matrix or still struggling to understand the metrics of this confusion matrix. A simple 2×2 actual vs predicted …
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Data Science
Data Science Resources
Data Science Resources
Artificial Intelligence (AI)
Data Science
Machine Learning (ML)
Content Formats
Online Data Science, AI, ML Content # Data Science, AI, Machine Learning, Books/ Guide/ Reports/ Presentations / Jupyter Notebook Available.
All these books are available in pdf format at this link. …
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Data Science
Data Science Resources
Data Analysis & Visualization
Data Science Resources
Machine Learning Resources
Python
Statistics Resources
Data Visualization
Learning Resources
Technical Writing
Data Science Cheatsheets # Introduction # All these cheat sheets are kept at my google drive link. 180+ cheatsheet on ML, DL, DE, DA, NLP, Algorithms, Pandas, Numpy, Dask, Bigdata, Statistics, …
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Python
Software Development
Programming
Python
Software Development Lifecycle (SDLC)
Software Distribution # Introduction # We don’t develop any good and valuable piece of software from scratch. We use pieces of code written by others. This piece of code can be a service running on …
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Statistics
Learning Resources
Statistics Fundamentals
Statistics
Statistics for Data Science
Important Statistical Terms # Sno Term Definition 1 Affine transformation. See transformation. 2 Affirming the antecedent. A valid logical argument that concludes from the premise A → B and the …
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Machine Learning (ML)
Software Development
Software Architecture & Design
Machine Learning Projects
DevOps
File Management
MLOps
Directory Structure for ML Project is critical for any serious data science project. What we learn from a technology college and institution is useful in a real-world business, but the problem is …
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Artificial Intelligence (AI)
Machine Learning (ML)
AI/ML Models
Machine Learning Models
Machine Learning Concepts
Can we really Develop AI solutions that can predict human behavior? If you are not a technical person then don’t get overwhelmed by the next paragraph, you can read further, and it will make sense to …
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Artificial Intelligence (AI)
Business & Career
AI Applications
Project Management
AI Project Management
Why Does AI Project Fails? # I have been in IT project management for 2+ decades. Being in the industry for quite a good time, I have been observing the rise and fall of project success trends of …
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Artificial Intelligence (AI)
AI/ML Models
Natural Language Processing (NLP)
Transformer Architecture
Deep Learning (DL)
Machine Learning (ML)
Neural Networks
Language Models (LLMs)
AI Models
AI Model Architecture
AI Research
What Are Transformers in AI # Transformer Architecture # Background # Whether GPT, ChatGPT, DALL-E, Whisper, Satablity AI or whatever significant you see in the AI worlds nowdays it is because of …
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Data Science
Version Control
GitHub
Data Science Resources
Data Science Resources
GitHub
Github-Repos-for-DataScience # Sno. Repo Name Repo Description Language Starred Fork 1 Link A curated list of awesome transformer models. 504 35 2 Link :memo: An awesome Data Science repository to …
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Artificial Intelligence (AI)
Machine Learning (ML)
Data Science Resources
Data Science Resources
Personal Development
AI ML Resources from My Diary # This is my personal diary which contains resources, which I know, learned or people have told me to experiment with. I started writing this diary in Mar’ 2019. This …
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Data Science
Statistics
Data Science Resources
Data Science Resources
Statistics Fundamentals
Statistics for Data Science
Basic Statistics for Data Science # Important Webpages on Statistics # Statistical Inference – an overview - ScienceDirect Topics Welcome – The Data Journalism Handbook Calculus – Get Help from …
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Data Science Resources
Artificial Intelligence (AI)
Machine Learning (ML)
Data Science Resources
AI Research
Machine Learning Research
NLP Research
Data Scientists and AI, ML Researchers # For the initial list, I have taken content from github. I have expanded this and will keep updating this in the future. If you know any, please feel free to …
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Data Engineering
Databases
Data Science Resources
Data Science Resources
Data Collection
Databases
Data Integration Tools
Navigating the Data Landscape: # Exploring Data Sources, Databases, and ETL Tools for Machine Learning Projects
Introduction # Data sources: Data sources refer to the origins or locations from which …
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Data Science
Data Engineering
Data Science Resources
Data Science Resources
Thousands of Machine Learning Datasets # Introduction: # Without Data there is no Machine Learning, no AI, no Deep Learning. Because of heavy automation, IOT devices all around, there is no dirth of …
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Machine Learning (ML)
AI/ML Research & Evaluation
Data Science Resources
Data Science Resources
AI Model Evaluation
Machine Learning Tasks
NLP Tasks
NLP Evaluation
Machine Learning Tasks and Model Evaluation # Introduction # Machine learning is a subject where we study how to create & evaluate machine learning models. To create these models, we need …
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Machine Learning (ML)
Development Environment & Tools
Data Science Resources
Data Science Resources
ML Frameworks
Software Libraries
Machine Learning Framework, Library, Tools # Introduction # As of 2022, Data Science, AI, and Machine Learning are very fast-evolving domains. In the last 5 years, it has picked up momentum. Every …
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Development Environment & Tools
Data Science Resources
Data Science Resources
Productivity Tools
Remove
Project Management
Design Tools
SEO Tools
AI Tools
My Daily Tools # [My Daily Tools]
Sno Category Subcategory URL Purpose/Remarks 1 General Blogging Wordpress Create a free website or build a blog with ease on WordPress.com. Dozens of free, …
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Artificial Intelligence (AI)
Machine Learning (ML)
Data Science Resources
Data Science Resources
AI Resources
AI, ML, DL Blogs Sites # 370+ blogs/website, who publishes articles, research, opinions, observations related to AI, ML, DL, Signal Processing, Computer Vision, Text Processing, Audio Processing, …
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Development Environment & Tools
Data Science Resources
Data Science Resources
Browser Tools
My Favorite Chrome Extensions # Application Launcher For Drive (by Google) : Open Drive files directly from your browser in compatible applications installed on your computer. Bardeen - automate …
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Python
Data Science Resources
Programming
Data Science Resources
Python Resources
Best Resources to Learn Python # Best Python Resources # Learn Python the Hard Way Python Practice Book — Python Practice Book Making Games with Python & Pygame Python Programming Tutorials …
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Data Science Resources
Machine Learning (ML)
AI/ML Research & Evaluation
Data Science Resources
AI Research
Machine Learning Research
NLP Research
Deep Learning Research
AI, ML, Deep Learning, NLP Conferences & Journals # Content on this page keeps changing. These links are taken from my chrome browser favorites.
A list of 30+ AI conferences and journals related …
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Data Science
Data Science Resources
Artificial Intelligence (AI)
Data Science Resources
AI Resources
Learning Resources
Data Science Education
Best YouTube Channels to Learn Data Science # Introduction # The way we are learning new technologies has hugely changed in the last 5 years. Many educators, researchers, voices for quality education …
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Data Science
Mathematics
Education Technology
Mathematics Fundamentals
Data Science Fundamentals
Mathematics Education
Data Science Resources
High School Maths for Data Science # Algebra I # How to graph an ordered pair How to find the equation of a circle How to find the equation of a curve How to find x or y intercept How to find the …
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Artificial Intelligence (AI)
AI/ML Research & Evaluation
Data Science Resources
AI Research Papers
Machine Learning Research
Deep Learning Research
Neural Networks
Computer Vision
Natural Language Processing (NLP)
Reinforcement Learning (RL)
Research Resources
Important AI Research Papers # Content from this page is migrated to Link
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Data Science
Mathematics
Data Science Resources
Mathematics for Data Science
Mathematics
Statistics
Mathematics Fundamentals
Mathematics for Machine Learning
Optimization Theory
Mathematics for Data Scientist # To excel in the field of data science, especially as a data scientist, I would recommend you have good command over the topics mentioned below. These are the topics …
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Machine Learning (ML)
AI/ML Models
Algorithms
Machine Learning Algorithms
Machine Learning (ML)
Statistical Modeling
Data Science
Statistical Learning
How Naive Bayes Classifier Works? # Naive Bayes classifier example # In this presentation, I am not going into the depth of the Naive Bayes algorithm. I am assuming you have heard this term many …
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Technology Trends & Future
Societal Impact
Artificial Intelligence (AI)
Technology Trends
Innovation
Digital Transformation
Future of Technology
Top 10 Technologies of Future # Augmented Reality : # Helps surgeons see inside their patients
Help workers operating in dangerous conditions
Lab-Grown Meat: To save the environment # Address the …
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Data Science
Data Analysis & Visualization
Machine Learning (ML)
Machine Learning Techniques
Exploratory Data Analysis (EDA)
Data Analysis
Machine Learning (ML)
What is EDA? # EDA means Exploratory Data Analysis. The purpose of data analysis is to explore. Exploration means try to understand what kind of data I have in my hand. Using EDA we try to get the …
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Data Science Resources
Artificial Intelligence (AI)
Machine Learning (ML)
Data Science Resources
Artificial Intelligence (AI)
Data Science
Machine Learning (ML)
Learning Resources
Content Creation
DS, AI, ML Online Course, Tutorial, Videos # Courses # Machine Learning – Stanford by Andrew Ng in Coursera (2010-2014) Machine Learning – Caltech by Yaser Abu-Mostafa (2012-2014) Machine Learning – …
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Data Science
Business & Career
Data Science Resources
Data Science Career
Machine Learning Career
AI Career
Technical Interviews
Career Development
Statistics
SQL Databases
Python
Data Science Interview Question Answers # Thousands of interview questions on various topic related to Machine Learning, Deep Learning, Computer Vision, NLP, AWS, GCP, MLOPS, Data Analytics, SQL, …
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Machine Learning (ML)
Data Science Resources
AI/ML Research & Evaluation
Reinforcement Learning (RL)
Machine Learning (ML)
GitHub
Deep Learning (DL)
AI Development
Open Source
Python
Reinforcement Learning Git Repositories # Sno. URL Description 1 https://github.com/openai/baselines OpenAI Baselines: high-quality implementations of reinforcement learning algorithms 2 …
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Artificial Intelligence (AI)
AI Ethics & Governance
AI/ML Models
Explainable AI (XAI)
AI Ethics and Governance
What is XAI? # XAI in Simple Language! # The discipline of Data Science and AI has introduced many terms into discussions that might seem complicated at first. In reality, many of these terms are …
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AI Applications
Artificial Intelligence (AI)
Industry Applications
AI Applications
Future of AI
AI Use Cases
Artificial Intelligence (AI)
AI Innovation
Industry Applications
150 High Level AI Usecases - 2020 # Introduction # Nowadays, we frequently hear and read about AI and its role in shaping both our present and future. However, many people, even those who are …
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Data Security & Privacy
Cybersecurity
Data Science
Data Security
Data Privacy
Data Governance
Cybersecurity
Data Management
Dealing with Sensitive Data # Introduction # One of the biggest problems for a Data Science project team is to protect the data. We know, data is the basic raw material for building any supervised or …