Predicting Preferred Working Hours with RNN GRU

In this article, we propose to predict the preferred working hours by individuals based on the present inputs provided. Why this is required? As the work is preset and work goals are made based on resource predictions. Employees are resources of an organization and if we accumulate current phenomena with time we can predict wellContinue reading “Predicting Preferred Working Hours with RNN GRU”

Fuzzy Rough Set based Evaluations of Summaries

Note: This same article appears in my median.com account as well #AI-EXERCISE #RESEARCH-Excercise This short article lays emphasis on how to evaluate summaries produced from Text Summarization. The toolkit used here is Fuzzy Rough sets. The reference summary and the system summary are evaluated and compared for similarity using Fuzzy Rough Set based lower similarityContinue reading “Fuzzy Rough Set based Evaluations of Summaries”

Quick Soft Reduct – Feature Selection with Soft Rough Sets

Note: This same article appears in my median.com account as well and possibly on researchgate.com as well #Research_Excercise #ReseachProject #AI-Excercise This article provides the algorithm for feature selection using Soft Rough Sets called Soft Quick Reduct. These techniques are based on Soft Rough Sets, a new technique to study the relationship in smaller datasets. TheContinue reading “Quick Soft Reduct – Feature Selection with Soft Rough Sets”

Redefining Natural Language Processing Evaluation Techniques

Nidhika Yadav Note: This same article appears in my median.com account as well and possibly on researchgate.com as well Abstract- There is a profound need to build robust evaluation techniques for NLP tasks. The current evaluation techniques are quite old while the algorithm they evaluate are the latest state of art methods. Hence, there isContinue reading “Redefining Natural Language Processing Evaluation Techniques”

AI & IOT for Biodiversity Preservations and Sustainability

Note: This same article appears in my median.com account as well Biodiversity is one big term for ecosystems, the diverse species, and their genetic variations of kinds known and unknown. This article explains AI-based techniques which can save biodiversity loss and sustain biodiverse ecosystems and environments. We can primarily classify ecosystems of three kinds thatContinue reading “AI & IOT for Biodiversity Preservations and Sustainability”

Scaling and Descaling Data in Data Science Problems

Note: This same article appears in my median.com account as well In data science problems it is often required to scale data so that the algorithms fit well with the learning goals. How to scale efficiently? There are ways in which we can scale data manually or using some libraries. In this article, I provideContinue reading “Scaling and Descaling Data in Data Science Problems”

Soft Rough Sets based Summarization Models — Part 2 (Approximate Learning)

Note: This same article appears in my median.com account as well In the last article we discussed, on how Soft Sets, a tool for uncertainity handling can be used for summarization of text data. We emphasized the role of WordCloud in this as well. In previous article, Soft set was defined as: Definition 1: [Molodtsov 1999]Continue reading “Soft Rough Sets based Summarization Models — Part 2 (Approximate Learning)”

Soft Set Based Summarization Model

(Applications of Approximate Learning) Nidhika Yadav Soft set basically deal with uncertain data which is not precisely classified into one domain of required characterization. Note one domain may be approximate while in another domain of knowledge the same problem may be precise. This can be understood as political parties example, in one domain a politicalContinue reading “Soft Set Based Summarization Model”

Smart Animal Care with AI and IOT

Note: This same article appears in my median.com account as well Animal care can be enhanced with help of IOT and AI based smart animal care. The pets and animals to care for can be kept with care under smart animal care. Proposed smart animal care can be implemented in both rural and urban regionsContinue reading “Smart Animal Care with AI and IOT”

CNN based Iris Data Analysis — Review First Deep Learning Code

Note: This same article appears in my median.com account as well If you are new to AI or deep learning, here is your first CNN, or for now deep learning code. Q. Why IRIS data? A. As everyone is familiar with Iris data by now, so why not start with IRIS data. Too basic forContinue reading “CNN based Iris Data Analysis — Review First Deep Learning Code”