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all_machine_learning_algorithms

An integrated platform to use any combination of preprocessing / prediction algorithms

bert_practice

This repo will contain Jupyter Notebooks which I used to experiment on the BERT transformers for classification of long text

brushing_up_deep_learning

computer_vision_on_multiple_ocr_tools

This repo will incrementally updated with notebooks which will perform content extraction using various OCR tools

context_based_machine_reading_comprehension

crashanalysistool

This repository will contain a django web application project. This will illustrate the motor vehicle collision data from the NYPD database. Also it will show the details of each bike station relative to the nearest collision site on a map.

imbalanceddataforclassification

intelligent-video-surveillance

The intelligent surveillance of footages will be performed via a spatio temporal autoencoder. This will be based on a 3D convolution network. The encoder part extracts the spatial and temporal information, and then the decoder reconstructs the frames. The abnormal events are identified by computing the reconstruction loss using Euclidean distance between original and reconstructed batch.

mlops-techniques

my_automl_experiments

This is a repository created to capture all my experiments and practice with AutoML

nlp-question-answering

nlp_miscallaneous_excercises

Practice exercise used to perform text summarization, semantic similarity etc.

notebooks

collection of iPython notebooks

pyspark_practice

This repo will contain some of my practice problems and their datasets for learning PySpark.

rest_backend_api_with_gcp_integration

A simple REST API webservice developed in python. Instructions to deploy this in the Kubernetes cluster of GCP is also added.

sentiment-analysis-with-hugging-face-s-transformers

Sentiment Analysis / Document classification implemented using transformer based architecture. Transfer learning in NLP will be utilized here.

speechrecognition_using_googleapis

The exercises performed in the AI Alchemy Speech Recognition workshop.

unstructured-data-extraction-from-images

This repo will contain POCs developed to extract data out of unstructured documents, primarily scanned invoices.