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Thank you to those who resolutely made a difference, said no and steered us clear of danger. Happy Ending!
Essays on-civic-responsibilty
Essays on-civic-responsibilty
Raman Kannan
Boosting is an iterative Ensemble method to improve weak learners. GBM uses gradient descent strategy to boost performance. XGBoost is currently the most popular classifier. Stacking is a different ensemble method where diverse classifiers are combined.
M12 boosting-part02
M12 boosting-part02
Raman Kannan
Ensemble Techniques Random Forest Varies features at every split introducing additional plurality of decisions -- reducing variability
M12 random forest-part01
M12 random forest-part01
Raman Kannan
Bootstrap Aggregation leave one out cross validation (aka Jacknife)
M11 bagging loo cv
M11 bagging loo cv
Raman Kannan
GD is a time honored numerical technique to find soultions to functions that do not have analytical solutions. In this chapter we implement GD in R from scratch.
M10 gradient descent
M10 gradient descent
Raman Kannan
Instead of Tree or other weak classifiers we take NaiveBayes which is not necessarily a weak learner and evaluate what happens when Cross Validate a not so weak learner.
M09-Cross validating-naive-bayes
M09-Cross validating-naive-bayes
Raman Kannan
Patrick Winston Lecture is the best ref for SVM (OCW/MIT)
M07 svm
M07 svm
Raman Kannan
Bias -- inability to learn an objective function Variance -- inability to classify -- not being sensitive to variations in training data...
M08 BiasVarianceTradeoff
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Thank you to those who resolutely made a difference, said no and steered us clear of danger. Happy Ending!
Essays on-civic-responsibilty
Essays on-civic-responsibilty
Raman Kannan
Boosting is an iterative Ensemble method to improve weak learners. GBM uses gradient descent strategy to boost performance. XGBoost is currently the most popular classifier. Stacking is a different ensemble method where diverse classifiers are combined.
M12 boosting-part02
M12 boosting-part02
Raman Kannan
Ensemble Techniques Random Forest Varies features at every split introducing additional plurality of decisions -- reducing variability
M12 random forest-part01
M12 random forest-part01
Raman Kannan
Bootstrap Aggregation leave one out cross validation (aka Jacknife)
M11 bagging loo cv
M11 bagging loo cv
Raman Kannan
GD is a time honored numerical technique to find soultions to functions that do not have analytical solutions. In this chapter we implement GD in R from scratch.
M10 gradient descent
M10 gradient descent
Raman Kannan
Instead of Tree or other weak classifiers we take NaiveBayes which is not necessarily a weak learner and evaluate what happens when Cross Validate a not so weak learner.
M09-Cross validating-naive-bayes
M09-Cross validating-naive-bayes
Raman Kannan
Patrick Winston Lecture is the best ref for SVM (OCW/MIT)
M07 svm
M07 svm
Raman Kannan
Bias -- inability to learn an objective function Variance -- inability to classify -- not being sensitive to variations in training data...
M08 BiasVarianceTradeoff
M08 BiasVarianceTradeoff
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Supervised Classifier kNN CH05 Practitioners Handbook Machine Learning
Chapter 05 k nn
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Supervised Classifier LDA CH04 Practitioners Handbook Machine Learning
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Supervised Classifier NaiveBayes CH03 Practitioners Handbook Machine Learning
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Augmented Cognition, toward cyborgs and the cognitive computing. Building Knowledge lattice from the ground up starting from No Free Lunch Theorem and Ockham's razor
Augmented 11022020-ieee
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Logistic Regresson is a bell weather binary classifier. This chapter shows how to use Logistic Regression. The separation boundary for Logistic is linear. Discriminative Classifier. Probabilistic Classifier.
Chapter 02-logistic regression
Chapter 02-logistic regression
Raman Kannan
This is an introductory handbook for ML Practitioners. Hands-on with functional R illustrations.
Chapter01 introductory handbook
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Raman Kannan
This is chapter 02 of my book on Practitioners Handbook on Machine Learning and Data Scientiss -- introduction to R programming language.
Chapter 2: R tutorial Handbook for Data Science and Machine Learning Practiti...
Chapter 2: R tutorial Handbook for Data Science and Machine Learning Practiti...
Raman Kannan
Genetics and the study of human genome is fascinating and has the potential to alter our understanding going back or forward. Genetics will play a significant role -- atleast as impactful as internet and its effect will be lasting as the wheel. Revolutionary changes are afoot and the world as we know it is over. Much of it is driven by technology. This is a very high level intro to basics of genetics. Lots of reading, consulting genetic experts.
A voyage-inward-02
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Machine Learning Classifier Performance Evaluation
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I am writing a book to help anyone to train to become a data scientist. This is work in progress. Likely to updated frequently.
A data scientist's study plan
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CoGs -- Cognitive Assistants for the WWW. Next Generation tools for harnessing the internet. Applications of Machine Learning, Cognitive Computing. I am proposing a new type of browser and next gen httpd/web server, which will integrate relevant data from multiple sources on its own and the user agent (browser) will render what is most appropriate for the user, cognitively speaking.
Cognitive Assistants
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Introduction to Data Analytics starting with OLS. This is the first of a series of essays. I will share essays on unsupervised learning, dimensionality reduction and anomaly/outlier detection.
Essay on-data-analysis
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In this short how-to presentation, I am celebrating Unix. All other systems and even the interent would not have been possible but for ATT making Unix freely available. What a collosal think tank Unix at ATT had. What a shame the short-sighted ATT CEO dismantled it. God Only knows what else those brilliant minds would have created for the world. Loss is profoundly ours. And we celebrate Unix. R Programming language (S from ATT) does analytics. Here we show only data preparation and loading.
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This document shows given two vectors Y,X and a linear regression model, how to validate three basic assumptions, all within R.
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In this short how-to presentation, I am celebrating Unix. All other systems and even the interent would not have been possible but for ATT making Unix freely available. What a collosal think tank Unix at ATT had. What a shame the short-sighted ATT CEO dismantled it. God Only knows what else those brilliant minds would have created for the world. Loss is profoundly ours. And we celebrate Unix. R Programming language (S from ATT) does analytics. Here we show only data preparation and loading.
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