abhinav-neil/customer-churn

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Jupyter Notebook
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Apache License 2.0
Created over 2 years ago
Updated over 2 years ago

abhinav-neil/customer-churn

abhinav-neil

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Analyze and predict bank customer churn using various classification algorithms

clip-zs-prompting

Using CLIP for zero-shot learning and image classification with text & visual prompting.

smart-contracts

A library of solidity smart contracts for common use cases

classification-xgboost-bayesopt

A jupyter notebook for binary classification of breast cancer using XGBoost with Bayesian optimization.

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probing-lms

Probing language models for linguistic features in their representations

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nlp-cord19-research-papers

A jupyter notebook for topic-modelling, clustering and question-answering on COVID-19 research papers.

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adversarial-autoencoder

An adversarial autoencoder implemented in PyTorch

resnet-transfer-learning

Transfer learning by fine-tuning a ResNet-18 model on CIFAR-100

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contextual-hatespeech-detection

A contextual (BERT-based) hate speech detection model

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tfx-pipe

A jupyter notebook to run a machine learning pipeline using Tensorflow Extended (TFX)

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nft-dapp

End-to-end web3 dapp to create NFTs from ERC-721 smart contract, deploy on-chain using Truffle, and a react app to connect wallet and mint NFTs from the contract from a browser

tfx-kubeflow-bigq-pipe

A production ready ML pipeline on Google Cloud Platform using Tensorflow Extended (TFX), Apache Beam, Kubeflow & BigQuery.

reviews-sentiment-lexicon-nb-svm

Sentiment classification of movie reviews using lexicon, Naive Bayes & SVM

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token-airdrop

dropdown-menu-reddit

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erc20-token

erc721-nft

books-dashboard-glass

recsys-pysparkml

A book recommendation system using collaborative filtering built using PySpark ML

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customer-segmentation-clustering

Customer segmentation using clustering

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lenet5-clf-finetuning

Image classification & tranfer learning with LeNet-5

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remix-local

Smart contracts currently in beta, in Remix IDE

lyrics-generator-lstm

A jupyter notebook to generate song lyrics using LSTM network.

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nlp-topic-modelling-movie-plots

A jupyter notebook for NLP and topic modelling on wiki movie plots with spaCy. EDA, NLP (tokenization, PoS, NER, dependency parsing) and visualization of clusters

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sentiment-analysis-bow-lstm

Sentiment analysis using neural BoW and LSTM based models

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ml-explainability-inference

A jupyer notebook to model explainability and inference in ML models (random forests, decision trees), using permutation importance, partial dependence plots and SHAP. Bank customer transactions dataset for classification.

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neural-ir

Information retrieval using neural models: ranking with dense & sparse bi-encoders, reranking with cross-encoder