Published in MLearning.ai·Dec 29, 2021Efficient ways for a balanced fit modelTo get rid of the Over & Under fit models. Motivation While we start building some machine learning models, we will come across these overfit & underfit characters. I feel these are monsters in the model building which stops me to build a perfect model. …Machine Learning4 min read
Published in Analytics Vidhya·Sep 15, 2021Know about Quantization in TensorFlowGet detailed into miracle’s of quantization Motivation Whenever I work on deep learning projects to train a model and make it ready for production by saving the model, it gives me huge memory. Then I started researching to decrease the saved model memory and here I found a name called “Quantization”…Tensor Flow3 min read
Published in MLearning.ai·Jun 24, 2021The Transformation from TensorFlow User to TensorFlow DeveloperThe complete story behind my developer certificate. I received my TensorFlow Developer Certificate!! Initially, when I started working on machine learning projects, I felt cool learning and implementing those algorithms on related problems. But while coming to neural networks, it was hard to implement them for solutions due to the…Tensor Flow3 min read
Published in Analytics Vidhya·Jun 16, 2021Out-and-Out in Artificial Neural Networks with KerasBasic intuitions of Neural networks Motivation When I started reading articles on neural networks, I faced a lot of struggles to understand the basics behind neural networks and how they work. Start reading more and more articles on the internet, grab those key points, and put them together into private notes…Neural Networks6 min read
Published in Analytics Vidhya·Jun 13, 2021Deep Neural Networks into DeeperThe toughest job in the field of Data Science is training DNN Motivation For the past two years, I’m working in the Data Science field which always makes me learn and know better in the field. While coming to DNN, I feel more comfortable working and gather tricks to make neural…Neural Networks10 min read
Published in MLearning.ai·May 26, 2021Hands on NLP-Natural Language ProcessingIn detail with Bag of words, TF_IDF, RNN’s, GRU’s & LSTM’s. Yes! Alexa is designed from NLP modelling. But, how NLP works and how it is designed for modelling? In this article, I will prepare data for NLP modelling. …NLP7 min read
Published in MLearning.ai·May 23, 2021Proper Picture about Time Series ForecastingTrouble-Free Concept in 5 min. What is Time Series Forecasting ? It is model to predict the future values based on previous observed values. It has certain data points at every time steps. Time Series Applications : Time Series widely used in non-stationary data such as Stock Prices, Weather predictions , Economics, Retail sales etc… Aspects when dealing with timeseries data : Stationarity SeasonalityTime Series Forecasting6 min read
Published in Analytics Vidhya·May 22, 2021Installing TensorFlow GPU (Updated)Within 2 steps — Tensor Flow3 min read
Published in Nerd For Tech·May 19, 2021Machine LearningLearn in 5 min — What is Machine Learning? Teaching or Training the machines to perform and predict the outcomes. Types of machine learning Supervised learning : Consists of features and labels Un-Supervised learning : Consists of only features Supervised Learning Takes features and labels in training dataset to learn and predict the outcomes. Classification Regression Un-Supervised Learning Contains only features and extracts…AI4 min read
