Prabowo Yoga WicaksanaMachine Learning API with FastAPI: a Short TutorialWhen we are working on machine learning projects, deploying models into production often presents a significant challenge. Specifically, if…Mar 17Mar 17
Prabowo Yoga WicaksanaSelf-Supervised Pre-training with SimCLRIn this story, we will try to pre-train ResNet18 with SimCLR framework.Mar 26, 2023Mar 26, 2023
Prabowo Yoga WicaksanaQuestion-Answering with BertTL;DR — In this story, we try to fine-tune Bert for our extractive question-answering task with PyTorch. We won’t use…Jan 22, 2023Jan 22, 2023
Prabowo Yoga WicaksanaImage Data Augmentation TechniquesA machine learning or deep learning model is trained with the intention of becoming a “generalized” model. This indicates that our model is…Oct 23, 20221Oct 23, 20221
Prabowo Yoga WicaksanaFeature Selection MethodsFeature, also known as a variable, is a property that represents the data. When we are working with data, especially tabular data that has…Sep 13, 2022Sep 13, 2022
Prabowo Yoga WicaksanaFine-Tuning BERT using TensorFlowLarge pre-trained transformer-based language models (PLMs) such as BERT and GPT have drastically changed the Natural Language Processing…Aug 15, 20222Aug 15, 20222
Prabowo Yoga WicaksanaCommon Loss Functions in Deep LearningMachine learning learn by calculating the difference between actual and predicted value (error) and aiming to minimize this calculation. If…Jul 25, 20221Jul 25, 20221
Prabowo Yoga WicaksanaOvercoming Overfitting with RegularizationOverfitting is such a common problem in machine learning problems, but it may be quite hard to deal with. Dropping certain features that…Jul 3, 2022Jul 3, 2022
Prabowo Yoga WicaksanaLinear Regression with Gradient Descent from ScratchLinear Regression is one of the most commonly used algorithms when someone want get to know about machine learning. Python provides a handy…May 30, 2022May 30, 2022
Prabowo Yoga WicaksanaTwitter Sentiment Analysis with TransformersTwitter’s board directors have agreed to a $44billion takeover offer from Elon Musk on April 25th, 2022. Freedom of speech was one of the…May 5, 20221May 5, 20221
