Sadman Kabir Soumik
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  • How A Recurrent Neural Network Works

    calendar Oct 25, 2020 · 8 min read · deep learning machine learning NLP algorithm  ·
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    How A Recurrent Neural Network Works

    Recurrent Neural Network A recurrent neural network (RNN), is a type of neural network that can process sequential data, like text, audio, or time series data. Here's how it works: first, the RNN takes in some input data, which could be a word in a sentence, a sound wave from an audio recording, or a measurement from a …


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  • Different Text Cleaning Methods for NLP Tasks

    calendar May 4, 2020 · 5 min read · python programming NLP data science  ·
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    Different Text Cleaning Methods for NLP Tasks

    Cleaning text for natural language processing (NLP) tasks is an important step that can help improve the performance of your model. In this blog post, we will discuss some common text cleaning techniques and how to apply them to your text data. The first step in cleaning text for NLP is to remove any noisy or …


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  • Different Types of Recommendation Systems

    calendar Oct 5, 2019 · 5 min read · machine learning data science  ·
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    Different Types of Recommendation Systems

    There are several different types of recommender systems, each with its own unique characteristics and applications. Some of the most commonly used types of recommender systems include: Content-based recommender systems: These systems recommend items to users based on the characteristics of the items themselves. For …


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  • How to Prevent Overfitting in Machine Learning Models

    calendar May 9, 2019 · 4 min read · deep learning machine learning  ·
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    How to Prevent Overfitting in Machine Learning Models

    Very deep neural networks with a massive number of parameters are very robust machine learning systems. But, in this type of huge network, overfitting is a common serious problem. Learning how to deal with overfitting is essential to mastering machine learning. The fundamental issue in machine learning is the tension …


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  • Effective Transfer Learning - A Guide to Feature Extraction and Fine-Tuning Techniques

    calendar May 21, 2018 · 4 min read · deep learning machine learning data science  ·
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    Effective Transfer Learning - A Guide to Feature Extraction and Fine-Tuning Techniques

    Transfer learning is a technique in machine learning that allows a model trained on one task to be reused and fine-tuned for another similar task. The idea behind transfer learning is that a model that has already learned to recognize patterns in one set of data can be applied to a different but related problem, …


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SK Soumik

Data Science | Software Engineering
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