Category Archives: artificial intelligence

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”

Automated Rules in Fuzzy Expert System by Apriori Algorithm; Rules generation in Python

The Fuzzy expert system is an expert system, that works like an expert in a particular field of work, helps solves problem specific to that field, this can be anything in domain of expert systems, so defined. Typically, expert systems are made with help of the experts in a particular field, since a machine needsContinue reading “Automated Rules in Fuzzy Expert System by Apriori Algorithm; Rules generation in Python”

Artificial Intelligence in Education

AI in Education is opening its avenues and wings of AI are flying high over the entire education sector from primary to high schools, graduate and more levels. Right now, even ICT based education is not fully used to grassroot levels, yet its significance can’t be ruled out. However, Internet and communication technologies are notContinue reading “Artificial Intelligence in Education”

Handling Missing Values in Data in Python

Handling missing value in data is crucial. Questions arise how to deal with it, given a empty, Null, or large positive and large negative value are not easy to handle. How to use these values then, how to process the data after that. Some people deal with missing values by removing the rows or tuplesContinue reading “Handling Missing Values in Data in Python”

Now is time of AI based Sound Embeddings

Yes sound is where Artificial Intelligence needs to get in more deeper, given there are powerful language models, advanced image and text embeddings. Getting to have embeddings of sound is the next level of success, as per my suggestions. This is the latest in getting an AI based new name to a new born baby,Continue reading “Now is time of AI based Sound Embeddings”

Fuzzy Logic Based based Text Summarization with Python Code

Let me illustrate this Python Project in depth once again. AI: Sentiment Analysis and Fuzzy Sets based Summarization Technique — — Research based Approach (sample explanation with Python) Here, in this article I am proposing a novel technique to summarize text documents. Well I am not writing a research paper for it but giving youContinue reading “Fuzzy Logic Based based Text Summarization with Python Code”