PinnedKaan BıçakcıinTowards Data ScienceUncertainty in Deep Learning — Brief IntroductionWhen humans don’t know the answer for a specific question, they will say “I don’t know”. But is that applied for also the Deep Learning?Feb 1, 2022Feb 1, 2022
PinnedKaan BıçakcıinTowards Data ScienceUncertainty in Deep Learning — Aleatoric Uncertainty and Maximum Likelihood EstimationIn the previous article we discussed about softmax outputs and about uncertainty in Deep Learning. Now, we extend those using TensorFlow…Feb 8, 20222Feb 8, 20222
PinnedKaan BıçakcıinTowards Data ScienceUncertainty in Deep Learning — Epistemic Uncertainty and Bayes by BackpropIn this article we will explore epistemic uncertainty in deep learning using TensorFlow Probability (TFP).Feb 18, 20222Feb 18, 20222
Kaan BıçakcıinTowards Data ScienceBayesian Inference and TransformersCan Transformers help doing Bayesian Inference? A simple review of Transformers Can Do Bayesian InferenceAug 22, 2022Aug 22, 2022
Kaan BıçakcıinMachine Learning TurkiyeMakine Öğrenmesi ve Derin Öğrenmeye Başlayanlara TavsiyelerKendi tecrübelerimden de yola çıkarak bazı tavsiyeler ve kaynakları bu yazıda topladım.Apr 14, 20223Apr 14, 20223
Kaan BıçakcıinTowards Data ScienceUncertainty in Deep Learning: Experiments with Bayesian CNNHow does KL-Weight affect the model? Writing a Bayesian CNN for chest X-Ray images.Apr 12, 2022Apr 12, 2022
Kaan BıçakcıinTowards Data ScienceUncertainty In Deep Learning-Bayesian CNN | TensorFlow ProbabilityThis is the fourth part of the series Uncertainty In Deep Learning. This post covers how to create a basic bayesian cnn model.Mar 15, 2022Mar 15, 2022
Kaan BıçakcıinMachine Learning TurkiyeTransformer Encoder Yapısı | Self-AttentionTransformer modelinin Encoder yapısını anlattığım yazımda, Positional Embedding, MultiheadAttention & Self-Attention kavramlarına…Jan 12, 20223Jan 12, 20223
Kaan BıçakcıinMachine Learning TurkiyeGrad-CAM ile Modeli Açıklamaya Çalışmak | Part 3Grad-CAM nedir? TensorFlow-Keras ile nasıl kodlanır?Nov 27, 2021Nov 27, 2021
Kaan BıçakcıinMachine Learning TurkiyeDenseNet, Custom Training Loop | RAdam & Lookahead— Part 2DenseNet, RAdam ve Lookahead yapıları TensorFlow-Keras ile nasıl kullanılır?Oct 22, 2021Oct 22, 2021