Welcome,
to my digital
creative space

I'm Febryan Putra Kartika, Here, you'll find a curated collection of my projects, reflecting my dedication to machine learning.

Curriculum Vitae


About Me

I am from Indonesia, got my bachelor of science degree from National Taipei University of Technology, Taiwan. Very enthusiast about technology and machine learning, always try to keep up for the latest state-of-the-art technologies! Currently learning about machine learning albeit in the realm of NLP and CV, specifically I am interested to contribute to the community by improving healthcare quality through AI implementations.

Feel free to explore my portfolio and get a glimpse into the diverse projects I've been fortunate to work on. Each projects is a testament to my commitment to understand, implement and contribute my passion for machine learning. If you're curious about collaborations or have a project in mind, I'd love to hear from you

Projects

Health Intent Classification with Speech Recognition

Health Intent Classification with Speech Recognition


An experiment intended to create a model that could recognize what symptoms we had, using a speech recognition model to convert speech to text

Languages
  • Python
  • PyTorch
  • NLTK
ViT: Vision Transformer for Early Dementia Detection

ViT: Vision Transformer for Early Dementia Detection


An attempt to manually create a Vision-Transformer model from scratch, this model is based on the paper An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale, in this attempt I recreated the ViT-B/16 model.

Languages
  • Python
  • PyTorch
FoodVision

FoodVision


Used transfer learning method creating a custom Vision-Transformer model that could detect a specific food classes, this model is trained using 20% dataset from PyTorch Food101 dataset, and the model is hosted on HuggingFace Spaces

Languages
  • Python
  • PyTorch
  • HuggingFace
Pneumonia Detection

Pneumonia Detection


The purpose of this project is to compare models between TinyVGG and EfficientNetB0 on which model is better to detect Pneumonia from X-Ray images

Languages
  • Python
  • PyTorch
  • Transfer Learning
Image Caption Generator (Bachelor's Thesis)

Image Caption Generator (Bachelor's Thesis)


Created an image to caption generator with Transfer Learning and Deep Learning from an Inception V3 model combined into a transformer encoder and decoder model

Languages
  • Python
  • Deep Learning
  • Transfer Learning
  • Tensorflow
Emotion Recognition

Emotion Recognition


First project that is related to data science and machine learning, creating a CNN and training it to be able to accurately detect emotions including Happy, Sad, Angry, Scared, and Shocked

Languages
  • Python
  • Tensorflow
"Crinema" Online Movie Rating System

"Crinema" Online Movie Rating System


An experiment to create a functional rating system based on movies, the reason for this project is for movie lovers who at times have troubles to watch good movies, and this system will create a trust-worthy rating system that every movie lovers can rate and view regarding what movies they might find themselves suitable with

Languages
  • HTML
  • CSS
  • JavaScript
  • Git
  • Firebase
Minesweeper

Minesweeper


An old school windows game when the internet was not a thing, this game keeps lots of people company when they are bored!

Languages
  • React
  • SCSS
  • TypeScript

Experiences

  • Machine Learning

    Expert in developing and deploying ML models for real-world applications

  • Healthcare AI

    Specialized in AI solutions for healthcare and medical applications

  • NLP

    Advanced natural language processing and text analysis expertise

  • Computer Vision

    Deep learning for image recognition and visual data analysis


Certifications

PyTorch for Deep Learning Specialization

PyTorch for Deep Learning Specialization

ChatGPT & Large Language Models (LLMs)

ChatGPT & Large Language Models (LLMs)

GPT-4 Foundations: Building AI Powered Apps

GPT-4 Foundations: Building AI Powered Apps

Machine Learning & Data Science Specialization

Machine Learning & Data Science Specialization

Health Data Science Foundation

Health Data Science Foundation

Natural Language Processing with Attention Models

Natural Language Processing with Attention Models

Deep Learning Methods for Healthcare

Deep Learning Methods for Healthcare


Awards

Dean's List Award - Fall 2019

Dean's List Award - Fall 2019

Dean's List Award - Spring 2020

Dean's List Award - Spring 2020

Dean's List Award - Fall 2020

Dean's List Award - Fall 2020

Dean's List Award - Spring 2021

Dean's List Award - Spring 2021

Valedictorian of EECS Department Award

Valedictorian of EECS Department Award

Always be learning!