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?9 min read·Feb 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…8 min read·Feb 8, 2022--2--2
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).13 min read·Feb 18, 2022--2--2
Kaan BıçakcıinTowards Data ScienceBayesian Inference and TransformersCan Transformers help doing Bayesian Inference? A simple review of Transformers Can Do Bayesian Inference7 min read·Aug 22, 2022----
Kaan BıçakcıinMachine Learning TurkiyeMakine Öğrenmesi ve Derin Öğrenmeye Başlayanlara TavsiyelerKendi tecrübelerimden de yola çıkarak bazı tavsiyeler ve kaynakları bu yazıda topladım.5 min read·Apr 14, 2022--3--3
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.9 min read·Apr 12, 2022--1--1
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.8 min read·Mar 15, 2022----
Kaan BıçakcıinMachine Learning TurkiyeTransformer Encoder Yapısı | Self-AttentionTransformer modelinin Encoder yapısını anlattığım yazımda, Positional Embedding, MultiheadAttention & Self-Attention kavramlarına…9 min read·Jan 12, 2022--2--2
Kaan BıçakcıinMachine Learning TurkiyeGrad-CAM ile Modeli Açıklamaya Çalışmak | Part 3Grad-CAM nedir? TensorFlow-Keras ile nasıl kodlanır?5 min read·Nov 27, 2021----
Kaan BıçakcıinMachine Learning TurkiyeDenseNet, Custom Training Loop | RAdam & Lookahead— Part 2DenseNet, RAdam ve Lookahead yapıları TensorFlow-Keras ile nasıl kullanılır?7 min read·Oct 22, 2021----
