300 Important Statistical Terms
Statistics

300 Important Statistical Terms

Important Statistical Terms 1 Affine transformation. See transformation. 2 Affirming the antecedent. A valid logical argument that concludes from the premise A → B and the premise A that therefore, B is true. The name comes from the fact that the argument affirms (i.e., asserts as true) the antecedent (A) in the conditional. 3 Affirming…

Best Youtube Channels to Learn Data Science
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Best Youtube Channels to Learn Data Science

The way we are learning new technologies has hugely changed in the last 5 years. Many educators, researchers, voices for quality education for all have come to create their educational videos and share those with community members, peers, and learners from industries. Many subjects and topics like Data Science, Artificial Intelligence, Machine Learning, Deep Learning,…

Naive Bayes Classifier Example
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Naive Bayes Classifier Example

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 times but not able to visualize it mentally or struggling to comprehend this. If that is the case then you are on the right page. How Naive…

Top 10 Technologies of Future
Future Technology

Top 10 Technologies of Future

Top 10 Technologies of Future Augmented Reality :Helps surgeons see inside their patientsHelp workers operating in dangerous conditions Lab-Grown Meat: To save the environmentAddress the ethical issues raised by industrial farming Quantum Computers: Using quantum mechanics to make calculations. These computers are many thousand times faster than our today’s computers. Plasmonic Materials: Light controlled nanomaterialCure…

High School Maths for Data Science
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High School Maths for Data Science

If you are bothering how much mathematics you need to know to enjoy your journey in data science then this list of topics will make you happy. This is basic high school mathematics which you must know to move ahead in Machine Learning, Deep Learning, NLP, Computer Vision, or any other specialized domain of AI….

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Popular Data Science, AI, ML Website Links

Content on this page keeps changing. These links are taken from my chrome browser favorites. Website Links   deeplearning.net       deeplearning.stanford.edu       nlp.stanford.edu       ai-junkie.com       cs.brown.edu/research/ai       eecs.umich.edu/ai       cs.utexas.edu/users/ai-lab       cs.washington.edu/research/ai       aiai.ed.ac.uk       www-aig.jpl.nasa.gov…

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How to learn statistics for data science?

Popular Links to Learn Statistics Statistical Inference – an overview | ScienceDirect Topics Welcome – The Data Journalism Handbook Calculus – Get Help from Online Calculus Tutor | Math@TutorVista.com Probability Mathopolis Question Database Addition Rules for Probability | Math Goodies Combinations Calculator (nCr) Large Enough Sample Condition – Statistics How To Z Table | Z…

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Best Python Resources

Popular Python Resources Best Python Resources (General) FakeNewsDetection/FakeBuster: Fake News Detection with Machine Learning Learn Python the Hard Way Python Practice Book — Python Practice Book Making Games with Python & Pygame Python Programming Tutorials Jupyter Notebook Viewer nbviewer Jupyter Notebook Viewer Complete-Python-Bootcamp/Solution Links.md at master Learning Python – The Hitchhiker’s Guide to Python The…

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Popular Links of Data Visualization

Content on this page keeps changing. These links are taken from my chrome browser favorites. Data Visualization Quick and Easy Data Visualizations in Python with Code. (https://lnkd.in/fXJ-_Y8) 10 Useful Python Data Visualization Libraries for Any Discipline. (https://lnkd.in/fBxbHwr) Top 50 matplotlib Visualizations – The Master Plots (with full python code). (https://lnkd.in/fGrnGax) Data Visualization Effectiveness Profile. (https://lnkd.in/f3v52Fd)…

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Popular DS, AI, ML Blogs & Articles

Content on this page keeps changing. These links are taken from my chrome browser favorites. Blogs Learn Analytics | Business Analytics |Analytics community TechCrunch – Startup and Technology News Medium.com Analytics India Magazine | Artificial Intelligence, Data Science kdnuggets: Blog of All Blogs datascience: Data Science Google News – Data Science Datacamp: Data Science Blog…

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Top 50+ Artificial Intelligence Frameworks and Tools

Popular AI, ML Framework & Tools Framework Caffe Torch7 Theano cuda-convnet convetjs Ccv NuPIC DeepLearning4J Brain DeepLearnToolbox Deepnet Deeppy JavaNN hebel Mocha.jl OpenDL cuDNN MGL Knet.jl Nvidia DIGITS – a web app based on Caffe Neon – Python based Deep Learning Framework Keras – Theano based Deep Learning Library Chainer – A flexible framework of…

Popular DS, AI, ML Conferences
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Popular DS, AI, ML Conferences

Content on this page keeps changing. These links are taken from my chrome browser favorites. Conferences CVPR – IEEE Conference on Computer Vision and Pattern Recognition AAMAS – International Joint Conference on Autonomous Agents and Multiagent Systems IJCAI – International Joint Conference on Artificial Intelligence ICML – International Conference on Machine Learning ECML – European…

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Popular DS, AI, ML Datasets

Content on this page keeps changing. These links are taken from my chrome browser favorites. Popular DS, AI, ML Datasets Google Scholar research.yahoo.com Yahoo Datasets – Data.gov kdnuggets- Datasets for Data Mining and Data Science UCI Machine Learning Repository Datasets | Kaggle data.world – Travel data.gov.in data.gov.uk tn.data.gov.in Tamilnadu surat.data.gov.in Surat City Cricket Data :…

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Popular DS, AI, ML Research Journals

Content on this page keeps changing. These links are taken from my chrome browser favorites. Tools to Research Papers ResearchGate Semanticscholar.com Facebook AI Research Papers With Code Google Scholar – Free, Open, and Public Domain Resources – LibGuides at Empire State College Home | Microsoft Academic Semantic Scholar | AI-Powered Research Tool Library Genesis W&B…

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Popular 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 – Carnegie Mellon by Tom Mitchell (Spring 2011) Neural Networks for Machine Learning by Geoffrey Hinton in Coursera (2012) Neural networks class by Hugo Larochelle from Université de Sherbrooke (2013) Deep Learning Course by CILVR lab @ NYU (2014) A.I…

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Popular DS, AI, ML Online Books

Free Online Books Deep Learning by Yoshua Bengio, Ian Goodfellow and Aaron Courville (05/07/2015) Neural Networks and Deep Learning by Michael Nielsen (Dec 2014) Deep Learning by Microsoft Research (2013) Deep Learning Tutorial by LISA lab, University of Montreal (Jan 6 2015) neuraltalk by Andrej Karpathy : numpy-based RNN/LSTM implementation An introduction to genetic algorithms Artificial Intelligence: A Modern Approach…

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Popular Data Science, AI, ML Researchers

Popular Data Science, AI, ML Researchers For the initial list, I have taken content from github. I will expand this. If you know any please feel free to put in the comment box. Aaron Courville Abdel-rahman Mohamed Adam Coates Alex Acero Alex Krizhevsky Alexander Ilin Amos Storkey Andrej Karpathy Andrew M. Saxe Andrew Ng Andrew…

What is XAI Meaning
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What is XAI Meaning

XAI in Simple Language! The disciple of Data Science and AI has brought many terms in the boardroom for discussion, which looks complicated. In reality, many of these terms are so simple and obvious from a natural intelligence perspective that once we know it we feel it is very simple. But from the technology perspective,…

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Reinforcement Learning Repositories

URL Description Name Owner/login https://github.com/openai/baselines OpenAI Baselines: high-quality implementations of reinforcement learning algorithms baselines openai https://github.com/hill-a/stable-baselines A fork of OpenAI Baselines, implementations of reinforcement learning algorithms stable-baselines hill-a https://github.com/openai/spinningup An educational resource to help anyone learn deep reinforcement learning. spinningup openai https://github.com/google/dopamine Dopamine is a research framework for fast prototyping of reinforcement learning algorithms. dopamine…

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Technologies Related AI, ML

Technologies Related AI, ML For this list of technologies, I thank GitHub repository sindresorhus. Platforms Node.js – Async non-blocking event-driven JavaScript runtime built on Chrome’s V8 JavaScript engine. Cross-Platform – Writing cross-platform code on Node.js. Frontend Development iOS – Mobile operating system for Apple phones and tablets. Android – Mobile operating system developed by Google. IoT & Hybrid Apps…

High Level Usecases of AI
General

High Level Usecases of AI

Nowadays we are listening and reading a lot about AI and its role in shaping our present and future. But many people, sometimes even technology savvy people, are struggling to understand and answer the following questions. What is AI (Artificial Intelligence)? Is it new? What exactly I can do using AI? How AI is going…

Confusion Matrix
Model Evaluation

Confusion Matrix

Confusion Matrix & Bayesian Theorem 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 values matrix can be looked at and analyzed from different angles and hence we can have all…

General

Data Science Topics

Data Science Topics Based on my learning, relearning, realization, experience the content of this post keep changing.  Key topics of any long term course on data science course will cover following topics. AI & ML are part of Data Science therefore you will many topics which are part of AI & ML courses are also…