Data Science Blog
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Welcome to my Data Science Blog!
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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 …