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This article documents the fine-tuning process of a YOLOv8 object detection model on a custom dataset with the end goal of deploying it on an edge device such as an Android mobile phone. The app logs detected objects along with their geolocation for further analysis.
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In this article, we will first install Ollama to a host machine and then we will connect to it via a client machine on same WiFi network.
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In this article, I am going to setup Open Source Routing Machine (OSRM), which is a popular open-source routing engine and its backend is written in C++. The engine usage our favourite OpenStreetMap (OSM) data to build the network graph.
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In this article, I am going to setup Open Source Routing Machine (OSRM), which is a popular open-source routing engine and its backend is written in C++. The engine usage our favourite OpenStreetMap (OSM) data to build the network graph.
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OpenFOAM with docker provides flexibility in terms of OS and is a good place to start without worrying about the installation.
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A brief overview of setting up an Overpass API server with Docker for OpenStreetMap.
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My use-case is focused on stock market price prediction, especially the opening price for a given stock. I haven’t focused too much on the hyperparameter tuning, rather aimed towards building the basic model and comparing some results. Unlike the scientific work, where my network has to predict autonomously provided an initial data, here we have the luxury to get input continuously i.e. by the end of the day we will have all the inputs so that we can guess what will be the opening price tomorrow.
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This is rather a short documentation to run the TensorFlow jobs on a high performance computing (HPC) cluster which is using LSF.
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MLFlow, which is opensourced under Apache License 2.0 is a ML lifecycle platform which unify various aspect of ML which can include experimentation i.e. trying out different architectures, model parameters, data preprocessing etc.
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Recently, I’ve experimented with Python and Swift (iOS) SDKs for Firebase and this documentation summerizes the same.
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Prometheus combines a time-series database with an alert trigger mechanism. This document summerizes my experimentation starting from installing with docker and some twicks to see what I can do with it with Python more specifically with FastAPI.
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This is an embedded html for an ML app deployed on Heroku.
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Valhalla provides an easy-to-use interface to use OpenStreetMap (OSM) data for routing purposes. In this blog post, my focus is on map-matching which is one of the many APIs offered within the Valhalla.
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This is a (growing) general-purpose list (for my own documentation purpose) of some of the resources which I have found very helpful.
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OpenTripPlanner is an open source multi-modal (i.e. walk/car/bicycle/transit/..) trip planner engine written in Java with an easy-to-use executable.
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OpenStreetMap (OSM) is a wonderful source of geospatial data, constantly growing with the support of amazing volunteers.
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For this demo, I am building an API that finds the nearby public toilets from the given coordinates (and radius, if provided) and then gives their distances from the queried point.
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Adding Kepler.gl based geospatial visualization in an HTML page.
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An interactive Corona-19 tracking dashboard for Rajasthan.