This is a code for word sense evaluation where in instead of bag of common words, we use similarity between the senses and the target word in sense to be evaluated. The algorithm is similar to Simplified Lesk Algorithm but in place of counting common words between the context of word and the sense lemmaContinue reading “Word Sense Disambiguation Variation in Python”
Category Archives: Uncategorized
SVD on Text Embedding- AI Exercise
#AI-Exercise In this article you would find points to solve a exercise in AI in which further reduction of dimension shall be validated. The aim of this Exercise is to study text data in lower dimensions with text data represented in word embeddings. Compute the SVD of the matrix to analyze the impacts of usingContinue reading “SVD on Text Embedding- AI Exercise”
Sentiments with Large Language Models as multi-class classifications problem
Abstract: Sentiment analysis has been a topic of many researches and interest. In this article, computational steps are shown and worked out to show, how we can have multiple centers in the sentiment classification task. This does not stop the existing works but provides more avenues to open to research applications more. Conceptualise aContinue reading “Sentiments with Large Language Models as multi-class classifications problem”
2-class Image Recognition Task using Backpropagation, Regularized Neural Networks, Logistic Regression and Naive Bayes-Code, Results and Analysis for given Implementation
This article is for education and learning purpose. The aim is to understand how to start experimentation in the area of Neural Networks, how to compare results, what all features to consider while doign experiments. It is a handy tool for those doing self learning in the area of Machine Learning. And a good startContinue reading “2-class Image Recognition Task using Backpropagation, Regularized Neural Networks, Logistic Regression and Naive Bayes-Code, Results and Analysis for given Implementation”
Let NATURE BE NATURAL , Let Earth BE MORE Natural !
Earth has is been though a lot with and without humans since its creation and existence. Be it acid rains that marked a start to all the major processes or be it the ice age! It has gone through several turmoil’s and still retain self equilibrium of the essential atmospheric, seismical, polar, geographical, biological processes,Continue reading “Let NATURE BE NATURAL , Let Earth BE MORE Natural !”
AI based sensors for Forest Fires detection and AI based systems for Stopping the Spread
These days people are talking of colonization of Mars and Moon. Wait! Hold On! Earth needs lot of innovations in AI ! Don’t just jump in to make solutions for Mars and Moon where you don’t even know the oxygen needed by human would be available in enough quantities. There is lack of oxygen inContinue reading “AI based sensors for Forest Fires detection and AI based systems for Stopping the Spread”
Are basic Electric Car- NOT Enough or Enough? #Climate change
Let us first understand why is the need of Electric cars? Why we have to get to new kind of fuel in cars ? Well, let me tell you — this is Climate Change Concerns. So, for that we need to reduce the carbon in air, most of it is emitted out of cars that burnContinue reading “Are basic Electric Car- NOT Enough or Enough? #Climate change”
Choosing the Right New Source of Energy with Help of AI and Computer Simulations: Stop and Think Before Implementing
Yes, we are in a race against time to protect the environment. There is growing imbalance in primarily the following three broad categories: In air On Earth’s surface Below Earth’s Surface So dear stakeholders, its good to find a new source of energy that can replace fossil fuels. It gives the excitement and the requiredContinue reading “Choosing the Right New Source of Energy with Help of AI and Computer Simulations: Stop and Think Before Implementing”
Happy New Year ! Welcome 2022! New Year Note for All !
Wishing you all a very Happy New Year and a Big Welcome to 2022! Sorry for the delayed message – I am just back to work. So, here is my New Year Note for all of you. For some the year 2021 may had been good, just ok or due to presence of global pandemic,Continue reading “Happy New Year ! Welcome 2022! New Year Note for All !”
AI Simulation Fields for making AI enabled Self-Driving Cars — Learn with Deep Learning. Vision for Future.
This article aims to present a design for training AI based self-driving cars. Look this should had been filed as a Design Patent technically, but I don’t have enough funding. So in case you want to enhance it, please do give this article in your reference section. I have explained it all in formContinue reading “AI Simulation Fields for making AI enabled Self-Driving Cars — Learn with Deep Learning. Vision for Future.”
Artificial Intelligence, Computer Science & Mathematics 