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Sefik Ilkin Serengil

Code wins arguments

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Deep Face Recognition with Redis

Key value databases come with a high speed and performance where we mostly cannot reach in relational databases. Herein similar…

face recognition, key value database, nearest neighbor, nearest neighbour, no sql, redis

Deep Face Recognition with Relational Databases and SQL

A face recognition task requires to store multidimensional array and make calculations over it. This task is not mostly matching…

face recognition, nearest neighbor, nearest neighbour, rdbms, sql

Deep Face Recognition with Hadoop and Spark

Large scale face recognition is always a challenging task. Nowadays, hadoop based approaches become a de-facto standard for solutions. This…

hadoop, hdfs, map reduce, nearest neighbor, nearest neighbour, pyspark, spark

Deep Face Recognition with Cassandra

We mostly need the power of map reduce of no sql databases when the data becomes really big and massive.…

cassandra, face recognition, nearest neighbor, nearest neighbour, nosql

Deep Face Recognition with mongoDB

Face recognition is mainly based on similarity search on facial embeddings. Researches mostly focus on storing vector representations on memory.…

face recognition, mongodb, nearest neighbor, nearest neighbour

Feature Importance in Logistic Regression for Machine Learning Interpretability

Feature importance is a common way to make interpretable machine learning models and also explain existing models. That enables to…

explainable ai, interpretability, logistic, sigmoid

Designing Recursive Functions with Python Multiprocessing

Multiprocessing is a must to develop high scalable products. However, python multiprocessing module is mostly problematic when it is compared…

multiprocessing, python, recursive

Deep Face Recognition with ArcFace in Keras and Python

ArcFace is developed by the researchers of Imperial College London. It is a module of InsightFace face analysis toolbox. The…

arcface, face recognition

A Gentle Introduction to ROC Curve and AUC in Machine Learning

Model evaluation is very important stage of a machine learning pipeline to understand the robustness. Herein, ROC Curves and AUC…

auc, roc

Large Scale Face Recognition with Elasticsearch

Previously, we have mentioned large scale face recognition with Spotify Annoy, Facebook Faiss and NMSLIB. Those are spectacular but very…

elasticsearch, face recognition, nearest neighbor

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