Sadman Kabir Soumik
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  • GPT-3 by OpenAI - The Largest and Most Advanced Language Model Ever Created

    calendar Nov 20, 2021 · 5 min read · machine learning NLP data science  ·
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    GPT-3 by OpenAI - The Largest and Most Advanced Language Model Ever Created

    Author: Sadman Kabir Soumik GPT-3, or Generative Pretrained Transformer 3, is a state-of-the-art language model developed by OpenAI. It has been trained on a massive …

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  • Vanishing Gradient Problem and How to Fix it

    calendar Oct 24, 2021 · 3 min read · deep learning machine learning data science  ·
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    Vanishing Gradient Problem and How to Fix it

    What is Vanishing Gradient Problem Neural networks are trained using stochastic gradient descent. This involves first calculating the prediction error made by the model …

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  • Ensemble Techniques in Machine Learning - A Practical Guide to Bagging, Boosting, Stacking, Blending, and Bayesian Model Averaging

    calendar Jun 10, 2021 · 11 min read · machine learning data science  ·
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    Ensemble Techniques in Machine Learning - A Practical Guide to Bagging, Boosting, Stacking, Blending, and Bayesian Model Averaging

    There are several types of ensemble techniques in machine learning, including: Bagging, Boosting, Stacking, Blending, Bootstrapped ensembles, Bayesian model averaging. …

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  • Understanding the Differences between Decision Tree, Random Forest, and Gradient Boosting

    calendar Mar 27, 2021 · 4 min read · machine learning algorithm data science  ·
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    Understanding the Differences between Decision Tree, Random Forest, and Gradient Boosting

    Decision Tree, Random Forest (RF), and Gradient Boosting (GB) are three popular algorithms used for supervised learning tasks such as classification and regression. In …

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  • How to design a large scale software system that supports millions of users.

    calendar Mar 12, 2021 · 9 min read · software engineering system design  ·
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    How to design a large scale software system that supports millions of users.

    Start With A Simple Architecture To begin building an app, we will start from the beginning. We will create a basic app with some users. The easiest way to do this is to …

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  • Different Word Embedding Techniques for Text Analysis

    calendar Dec 11, 2020 · 7 min read · machine learning NLP deep learning  ·
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    Different Word Embedding Techniques for Text Analysis

    Word embedding is a technique in natural language processing (NLP) where words are represented as vectors of real numbers. This allows words with similar meanings to have …

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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 …

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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 …

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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 …

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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 …

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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 …

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SK Soumik

Artificial intelligence | Data Science

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