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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 …