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Handwritten digit classification using Raspberry Pi Pico and Machine Learning

2022-09-03
ml
In this article, I’ll share how I used a Raspberry Pi Pico, an OV7670 camera module, a 128x160 TFT LCD display and machine learning to build a handwritten digit classification system. This code is highly experimental. Even after you follow all the recommended steps in this article, some tinkering wi ...

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  • raspi
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Text Generation on Raspi Pico using Markov Chains

2022-08-20
ml
Playing around with microcontrollers and other programmable gadgets is something I enjoy doing, and lately, I’ve been paying close attention to TinyML and TFlite. I’ve always wanted to transfer some of my machine learning models onto microcontroller devices. Recently, I acquired a Raspberry Pi Pico ...

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Sample implementation of CQRS architectural pattern

2022-08-19
javascript
I was recently rereading some software architecture literature. One of the frequent patterns whose names appear in the majority of publications on architectural design patterns is the CQRS pattern. The majority of these sources contain source code and information about this pattern. I therefore ma ...

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Visualizing and analyzing website contents using AI

2022-05-20
ml
Sometime ago I was wondering if it was possible to create a bird’s eye view of a website. A view, that will showcase contents of a website visually and group similar pages/posts. Also I thought it would be cool if I could navigate the website using this view. I could discover more things faster. R ...

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Simpler and safer method of diatom collection and observation using a Foldscope (or any optical microscope)

2022-02-12
diy
Diatoms are some of the most interesting things you can see under a foldscope/microscope. They generate about 20-50% oxygen on earth every year.They are also known as “jewels of the sea” and “living opals”. It is believed that there are around 200000 species of diatoms. Identification of diatoms can ...

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  • microscopy

Creating scalable NLP pipelines using PySpark and Nlphose

2022-01-23
ml
In this article we will see how we can use Nlphose along with Pyspark to execute a NLP pipeline and gather information about the famous journey from Jules Verne’s book ‘Around the World in 80 days‘. Here is the link to the ⬇️ Pyspark notebook used in this article. From my personal experience what I ...

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Creating scalable NLP pipelines with Nlphose, Kafka and Kubernetes

2021-12-12
ml
A typical Natural Language Processing(NLP) pipeline contains many inference tasks by employing models created in different programing languages and frameworks. Today there are many established ways to deploy and scale inference mechanisms based on a single ML model. But scaling a pipeline is not tha ...

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Free and open source tool for star removal in astronomy images

2021-10-23
ml
When you look at the images of galaxy and nebulae on the internet, you won’t realize that stars are generally absent or very dim. In reality that is not the case. There are tons of stars surrounding these objects. Special tools are used to remove these stars and make the images look pretty. Starnet ...

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  • astrophotography
  • python

Visualising languages of tweets in real time using nlphose and C3.js

2021-08-01
ml
In this article I will show you how to perform language identification on tweets and how to stream the results to a webpage and display a real time visualization. We will use my open source project nlphose and C3.js to create this visualization in minutes and without writing any Python code ! To r ...

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Create NLP pipelines using drag and drop

2021-07-18
ml
Recently I completed work on a tool called nlphoseGUI that allows creation of complex NLP pipelines visually, without writing a single line of code ! It uses Blockly to enable creation of NLP pipelines using drag and drop. ✨Checkout the live demo here ! Currently following operations are suppor ...

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About Me


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Software Architect who loves coding, electronics, machine learning and mushrooms.
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Recents

  • Native CNN module for CircuitPython - Running Models from Flash Memory without Recompilation
  • Bringing TensorFlow & PyTorch Models to CircuitPython
  • Digitizing Stamp Albums - A Lightweight, Open Source, Local AI Tool for Philatelists
  • From Tiny Models to Private AI - Fine-Tuning SLMs and Running Them Securely in Your Web Browser
  • Domain Adaptation of Small Language Models - Fine-Tuning SmolLM-135M for High-Fidelity Paraphrase Generation

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