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Transfer Learning with MobileNetV2
Mobile Net V2 July 20, 2025

Transfer Learning with MobileNetV2

In this post, I explore transfer learning using MobileNetV2 to build a binary image classifier for cats and dogs. Running on a tensorflow-full Kubeflow Notebook in my homelab, the workflow covers dataset preprocessing, model architecture, training, evaluation, and visualization. By freezing the base model and training only the top layers, I achieved efficient results with minimal resources. This hands-on project reinforces core CNN concepts learned in the Deep Learning Specialization.

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Automating Workflows with n8n
N8n Jul 13, 2025

Automating Workflows with n8n

Explore how to set up and run n8n, a powerful open-source workflow automation tool, locally using...

Running Bolt.diy with OpenRouter
Bolt.new Jul 6, 2025

Running Bolt.diy with OpenRouter

This post explores running the open-source bolt.diy locally and integrating it with OpenRouter to...

Deploying KServe on OKE
OK E May 12, 2025

Deploying KServe on OKE

This post demonstrated how to deploy an XGBoost model using KServe on Oracle Kubernetes Engine...

Building a Recommender System
Recommenders May 2, 2025

Building a Recommender System

In this post, we walk through the process of building a movie recommender system using deep learning...

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From Model to HDB App
Streamlit Apr 21, 2025

From Model to HDB App

In this post, I demonstrated how to deploy a Jupyter notebook using the jupyter-tensorflow-full...

Feature Impact on HDB predictions
Network Model Apr 13, 2025

Feature Impact on HDB predictions

In this post, I explore the impact of different feature sets on XGBoost model performance for HDB...

MNIST Digit Classifier in TensorFlow
Machine Learning Apr 6, 2025

MNIST Digit Classifier in TensorFlow

In this post, I walk through building a simple feedforward neural network using TensorFlow to...

Chat-Driven Insights with Chart.js
Vue.js Feb 9, 2025

Chat-Driven Insights with Chart.js

Enhance your Vue.js application by integrating chat capabilities with Chart.js and LLMs like OpenAI...

JMC: Java Performance Profiling Simplified
Oracle Feb 2, 2025

JMC: Java Performance Profiling Simplified

JDK Mission Control (JMC) is a powerful tool for low-overhead Java application profiling and...

Building a Vue.js Frontend for Combinatorial Optimization Problems
Vue.js Jan 26, 2025

Building a Vue.js Frontend for Combinatorial Optimization Problems

In this post, I’ll walk you through the development of a Vue.js frontend application designed to...

Building a Flexible Optimizer Framework with Micronaut
Genetic Algorithm Dec 29, 2024

Building a Flexible Optimizer Framework with Micronaut

This post outlines the design and implementation of the Micronaut Optimizer framework, which solves...

Porting Llama3.java to Micronaut
Llama3 Dec 15, 2024

Porting Llama3.java to Micronaut

This project ports the original single-file llama3.java by Alfonso² Peterssen into a modular...

Porting Llama2.java to Micronaut
Llama2 Dec 7, 2024

Porting Llama2.java to Micronaut

This post explores porting the single-file llama2.java into a robust Micronaut application,...

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