Published in Towards Data Science·Aug 5, 2021Data Science for Education — A Revolution to look forward toEducation is the most powerful weapon which you can use to change the world -Nelson Mandela Education is the first step in creating a better world and improving the quality of life. There is no denying the fact that it has enough power to change this world from promoting social…Adaptive Learning6 min read
Published in Towards Data Science·Jul 19, 2021Design Patterns for Machine LearningAbstracting best ML practices into reusable design patterns — With Machine learning all over the place, it is becoming increasingly important to capture best practices and solutions to tackle common ML problems. Design patterns are a way of capturing these problems and providing reusable answers using generic and well-proven ML designs. They are ways of thinking when designing solutions…Machine Learning5 min read
Jul 11, 2021Patterns — Basis of LearningIn a world full of chaos, it is the patterns that provide us with a sense of order. They are everywhere — in nature, art, science and thought process. A child begins his learning journey by identifying patterns which help him see relationships and form generalizations. Pattern is fundamental…Patterns4 min read
Published in Geek Culture·Jun 21, 2021Primer on Data Visualization InterpretationData visualization is one of the most powerful ways of communication. It is the way of encoding information into graphical representations. It supports both exploratory and explanatory analysis. Humans have better ability to grasp information through visual representations. Though the process of data visualization is abstract, understanding the underlying framework…5 min read
Published in Nerd For Tech·Jun 9, 2021Introduction to Student’s t-testTesting new ideas and figuring out better ways of doing things is an everyday process. But how do we know if the change we implemented is significantly better than the previous method or not. Here’s when t-test comes to our rescue. t-test is used to differentiate between two sample means…Statistics5 min read
Published in Nerd For Tech·May 22, 2021P-hacking explainedToday, in this golden age of being drowned in data every single moment, we are being flooded by a lot of opinions masked under the name of information. False conclusions are disastrous! Here’s Hasan Minhaj’s take on it: https://www.youtube.com/watch?v=icNirsV1rLA Generally, bigger the data, better the results. But on the contrary…P Hacking5 min read
Published in Nerd For Tech·May 16, 2021Introduction to Ensemble MethodsIf you have been in the data science space for a decent amount of time, you would have already realized how ensemble techniques are one of the core strategies for winning Kaggle competitions. The story of 2006 Netflix prize is one of the game changing tale in the AI folklore…Ensemble Method6 min read
Published in MLearning.ai·May 12, 2021Introduction to OptimizationLet’s say, we are left in the middle of the mountain ranges, blind-folded and need to find the lowest point in the range. One of the most intuitive way we go about it is to feel the slope of the ground. From the position that we are standing, we try…Optimization4 min read
Published in MLearning.ai·May 5, 2021Country prediction using Word EmbeddingNatural Language Processing(NLP) is a branch of AI which helps understand and interpret human language bridging the gap between human and machine language. We use the concept of analogies between words to predict a country, given the name of a capital city. Word Embedding: Machine learning and deep learning algorithms…Word Embeddings4 min read
Published in Nerd For Tech·May 4, 2021Twitter sentiment analysis using Logistic RegressionSentiment Analysis: Sentiment analysis is an NLP technique that allows us to classify if a text, tweet or comment is either positive, neutral or negative. Today’s technology enables users to express their emotions and thoughts more openly on social platforms than ever before. …Sentiment Analysis6 min read
