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George Kamtziridis

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George Kamtziridis

Time Series Forecasting with XGBoost and LightGBM: Predicting Energy Consumption with Lag Features

In a previous article, we’ve gone through the process of creating a model capable of predicting the demand of energy consumption for the…

6 min readAug 6, 2023

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Time Series Forecasting with XGBoost and LightGBM: Predicting Energy Consumption with Lag Features

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Pinned

George Kamtziridis

ETL Pipelines With Python Azure Functions

Managing data workflows isn’t something new. We’ve been doing it for years by utilizing various tools and platforms. There are lots of…

5 min readJul 8, 2023

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ETL Pipelines With Python Azure Functions

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George Kamtziridis

Efficient Machine Learning Pipelines with DVC and MLFlow

Developing machine learning applications is a task that encapsulates many distinct steps. It starts by framing the problem, collecting…

6 min readMar 16, 2023

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Efficient Machine Learning Pipelines with DVC and MLFlow

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Pinned

George Kamtziridis

Time Series Forecasting with XGBoost and LightGBM: Predicting Energy Consumption

In the simplest terms, time series forecasting is the process of predicting future values based on previous historical data. One of the…

7 min readFeb 27, 2023

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Time Series Forecasting with XGBoost and LightGBM: Predicting Energy Consumption

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George Kamtziridis
in
fromScratch Studio

Decoding the Value of Noise: Integrating Noise Pollution Data into Real Estate Pricing with…

Openhouse (openhouse.gr) is a real estate platform which is currently under release by fromScratch Studio. Its distinguishing feature is…

7 min readJun 20, 2023

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Decoding the Value of Noise: Integrating Noise Pollution Data into Real Estate Pricing with…

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George Kamtziridis
in
fromScratch Studio

Writing Testable Applications with .NET and Stripe

Nowadays, every modern web application has some kind of payment system integrated. From small businesses that need basic e-commerce…

4 min readNov 22, 2022

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Writing Testable Applications with .NET and Stripe

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George Kamtziridis

Textual Sentiment Analysis with Support Vector Machines — Part 3: Implementation

This is the third and last article of this series where we attempt to build a machine learning model able to perform sentiment analysis on…

8 min readOct 30, 2022

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Textual Sentiment Analysis with Support Vector Machines — Part 3: Implementation

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George Kamtziridis

Textual Sentiment Analysis with Support Vector Machines — Part 2: Data Pre-Processing and…

Welcome back to the second part of this series where we try to build a machine learning model capable of extracting the sentiment of…

7 min readOct 23, 2022

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Textual Sentiment Analysis with Support Vector Machines — Part 2: Data Pre-Processing and…

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George Kamtziridis

Textual Sentiment Analysis with Support Vector Machines — Part 1: Sentiment Analysis and SVMs

Sentiment Analysis

6 min readOct 16, 2022

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Textual Sentiment Analysis with Support Vector Machines — Part 1: Sentiment Analysis and SVMs

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George Kamtziridis

Building an Image Colorization Neural Network — Part 4: Implementation

Welcome back to the fourth and last part of this series where we will finally implement a neural network capable of applying color to…

8 min readSep 19, 2022

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Building an Image Colorization Neural Network — Part 4: Implementation

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George Kamtziridis

George Kamtziridis

Full Stack Software Engineer and Data Scientist at fromScratch Studio. BEng, MEng (Electrical Engineering/Computer Engineering) MSc (Artificial Intelligence)

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