Sarah Lea – Medium

Sarah Lea

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Sarah Lea
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Towards AI

Beginner’s guide to predicting Time Series data with Python

This article delves into various modeling techniques such as linear regression, (S)ARIMA, TBATS, and exponential smoothing.

Feb 15

Time Series Forecasting with Python (Linear Regression, SARIMA, Exponential Smoothing, TBATS)

Feb 15

Sarah Lea
in
Python in Plain English

Streamlit 101 — Create a simple Data Visualization App in 20 Minutes

I tested the open-source framework by creating a simple data visualization app. The slogan of Streamlit is, “A faster way to build and…

2d ago

Streamlit 101 — Create a simple Data Visualization App in 20 Minutes

2d ago

Sarah Lea

Beginner’s Guide to Predicting House Prices with Random Forest: Step-by-Step Introduction with a…

Since Random Forest and XGBoost have produced the best results, in this article I will show you the 8 steps to take with Random Forest.

Aug 26

Random Forest Regression

Aug 26

Sarah Lea

How I Won First Prize with My Thesis on Energy Forecasting: 6 Essential Steps for Success

For my thesis, I compared and evaluated 6 different machine learning and deep learning models to predict energy consumption data. This is…

Aug 19

How I Won First Prize with My Thesis on Energy Forecasting: 6 Essential Steps for Success

Aug 19

Sarah Lea
in
Towards AI

Can you trust AI-Models Without Explainability? Introduction to XAI

To get straight into the topic, I would like to present an example where a deep neural network correctly classifies an image with an…

Aug 12

Can you trust AI-Models Without Explainability? Introduction to XAI

Aug 12

Sarah Lea

A simple Introduction to Multilayer Perceptron and Autoencoder for Estimating Used Car Prices with…

How can we estimate the price of objects such as used cars as accurately as possible? A simple Introduction to MLP and Autoencoder.

Aug 5

Price Estimation with Deep Learning Models.

Aug 5

Sarah Lea
in
Python in Plain English

How I started the Task to estimate Used Car Prices with Machine Learning: A Beginner’s Guide

How do you estimate the price of used cars? Read about ML-Models such as Random Forest, Support Vector Machines or XGBoost.

Jul 29

Price Estimation with Machine Learning.

Jul 29

Sarah Lea
in
Python in Plain English

Beginner’s Guide to Advanced Techniques for Time Series Forecasting with Deep Learning

In the evolving landscape of data science, deep learning has emerged as a powerful tool for predicting time series data. Although…

Jul 22

Beginner’s Guide to Advanced Techniques for Time Series Forecasting with Deep Learning

Jul 22

Sarah Lea
in
Python in Plain English

How I started with PyTorch — Essential Tips and Steps for Beginners

If you use deep learning models, it is best to use frameworks like PyTorch or TensorFlow. To evaluate which models are best suited for…

Jul 15

How to get started with PyTorch. Essential Tips and Beginner Guide for the Deep Learning Framework.

Jul 15

Sarah Lea
in
Python in Plain English

Discovering the Best ML Model for Energy Forecasting: Which Tops the List? (Part 2)

Over the last five months, I have compared 6 different machine learning models to predict energy consumption data over 48 hours. In…

Jun 4

Energy Consumption Forecasting with different Machine Learning Models and Deep Learning Models.

Jun 4

Sarah Lea

Sarah Lea

I'm a digital creator who loves reading, writing & learning new stuff with a background in Business Informatics & AI. I work in a Salesforce consulting company.

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