Data Science Blog

NLP question answering model using transformers and IMDB dataset

Using huggingface’s dataset, tokenizer and transformer’s library

NLP translation model

Using huggingface’s dataset, tokenizer and transformer’s library

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Please check out my posts related to data science models and techniques !

CNN with Pytorch

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Building a Pytorch CNN

Pytorch neural network

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Building a Pytorch Neural Network using Pytorch’s Dataset and Dataloader

Kaggle Competition - Data exploration

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Exploring data from Kaggle’s Survey competition

TabularPandas on Titanic dataset.

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Create a Learner, TabularPandas on Titanic’s dataset.

Decision tree and random forest on Titanic dataset

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Creating a basic decision tree and Random forest on Titanic’s dataset. Use of pandas, numpy and Sklearn libraries.

Revisiting Linear Regression & Neural Networks

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Using fast.ai and Pytorch’s modules, building a regression model and Neural Network using Kaggle’s titanic survival data set following fast.ai’s chapter 5. I previously manually calculated many of the methods and functions using pandas and numpy : this notebook uses more automated functions and methods from pytorch’s and fast.ai’s api. This notebook runs on Paperspace gradient.

NLP Transformers model

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Basic NLP model using huggingface’s Transformers

Regression Model - Clean

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Using fast.ai and Pytorch’s modules, building a regression model and Neural Network using Kaggle’s titanic survival data set

Fast.ai Regression Model

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Using fast.ai and Pytorch’s modules, building a regression model and Neural Network using Kaggle’s titanic survival data set

Neural Network Digit Classifier

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Using fast.ai and Pytorch’s modules, building a Neural Network digit classifier using MNIST data set