Gamze DenizImplementing k-means Clustering from ScratchIn my master’s program for artificial intelligence and robotics, one of the five projects assigned in my machine learning course is to…Nov 22, 2023Nov 22, 2023
Gamze DenizA Sample Exploratory Data Analysis (EDA) and Segmentation Process using Python for Customer…I will guide you through a sample exploratory data analysis (EDA) process using Python. We’ll assume you have a sample dataset of customer…Jun 20, 2023Jun 20, 2023
Gamze DenizHow to Overcome Local Minimum in Machine/Deep Learning?To overcome the problem of getting stuck in local minima in machine/deep learning optimization, there are several techniques you can…Jun 20, 2023Jun 20, 2023
Gamze DenizMachine Learning/Data Science Interview Questions and AnswersQuestions from Google and IBM interviews but not limited to…Apr 12, 2023Apr 12, 2023
Gamze DenizTracking the Project at Tech Companies like GoogleTracking is important for some key reasons, transparency, risk management, and keeping the project on track.Mar 29, 2022Mar 29, 2022
Gamze DenizLogics of App Recommendation Based on Decision TreesOf course, to do this work, that is, to recommend applications to people, we need data. Let’s assume we have the data below and we will try…Jan 22, 2022Jan 22, 2022
Gamze DenizExploration of Titanic Survival Using Decision TreesBy implementing a decision tree in sklearn, we can see how decision trees work.Jan 22, 2022Jan 22, 2022
Gamze DenizHow to Avoid Local Minima in Gradient Descent/Neural Network?Remember I asked a reflection question in my previous article, we had a graph representing our cost function in the neural network, below…Jan 12, 2022Jan 12, 2022
Gamze DenizUnderstanding Gradient Descent and Learning RateThe purpose of using artificial neural networks is, of course, to produce predictions that are closest to the real values. To measure how…Jan 9, 2022Jan 9, 2022