model baselines - Learn Data Science with Travis

Travis chat

How to Build a Baseline Model

Towards Data Science

A pragmatic approach for building a baseline model to understand your data. Code and examples in Python.

Build Baseline Models Effortlessly With Sklearn

Daily Dose of Data Science

Before developing a complex ML model, it is always sensible to create a baseline first. The baseline serves as a benchmark for the engineered model. Moreover, it ensures that the model is better than ...

Creating Baseline Machine Learning Models

Towards Data Science

Creating a Machine Learning model includes a lot of preprocessing where we manipulate features and target variables to make data ready for a machine learning model. This preprocessing includes…

Baseline Models in Time Series

Towards Data Science

So you’ve collected your data. You’ve outlined the business case, decided on a candidate model (e.g. Random Forest), set up your development environment, and your hands are at the keyboard. You’re rea...

Does your model beat the baseline?

Towards Data Science

Let’s compare our model with a trivial baseline Continue reading on Towards Data Science

Data Preprocessing & Baseline Model

Analytics Vidhya

we are going to preprocess our data to get inputs to a model, then use the ExtraTreesClassifier as a baseline model and get a baseline performance

What is a time series baseline model and how is it used?

Python in Plain English

A baseline prediction will give the data scientist an idea of how well other models are likely to perform on the time series problem. Continue reading on Python in Plain English

Choosing a Baseline Accuracy For a Classification Model

Towards Data Science

Choose a baseline accuracy for your machine learning classification model. How to calculate your baseline accuracy and demonstrate that your model has skill on a problem.

How to Set Performance Baseline for Your Machine Learning Project Effectively?

Towards AI

When starting work on a machine learning project, one of the most useful first steps to take is to establish a performance baseline and is… Continue reading on Towards AI

Baseline Models: Your Guide For Model Building

Towards Data Science

A brief look into a necessary component in machine learning projects Continue reading on Towards Data Science

What Are Baseline Models and Benchmarking For Machine Learning, Why We Need Them?

Towards AI

We can train a machine learning model with any prepared data but how can we be sure about the machine learning model learned from train data? The objective of this article is to explain baseline…

How To Get Baseline Results And Why They Matter

Machine Learning Mastery

Last Updated on June 27, 2017 In my courses and guides, I teach the preparation of a baseline result before diving into spot checking algorithms. A student of mine recently asked: If a baseline is not...

A Step by Step Guide to Getting Your Baseline Algorithm

Towards Data Science

Identify your business goal. Our most successful goals (that drive the most value) are measurable, actionable, viable and directly impact the business. For instance, a good initial goal would be to…

How To Estimate A Baseline Performance For Your Machine Learning Models in Weka

Machine Learning Mastery

Last Updated on December 10, 2020 It is really important to have a performance baseline on your machine learning problem. It will give you a point of reference to which you can compare all other model...

Why should you, the AI Product Manager, care about baseline models

Towards Data Science

You are a Product Manager and want to incorporate Machine Learning or Deep Learning (a sub-field of Machine Learning) into your Product. You have heard that incorporating these algorithms into your…

Stable Baselines: a Fork of OpenAI Baselines — Reinforcement Learning Made Easy

Towards Data Science

After several weeks of hard work, we are happy to announce the release of Stable Baselines, a set of implementations of Reinforcement Learning (RL) algorithms with a common interface, based on OpenAI…...

How To Implement Baseline Machine Learning Algorithms From Scratch With Python

Machine Learning Mastery

Last Updated on May 19, 2020 It is important to establish baseline performance on a predictive modeling problem. A baseline provides a point of comparison for the more advanced methods that you evalua...

Weights and Biases-ify FinRL with Stable Baselines3 models

Analytics Vidhya

Weights and Biases (W&B) is a developer-first ML platform that will help you to keep track of experiments and it provides a clean interface to visualize your results and experiments. It will keep…

Beating State of the Art by Tuning Baselines

Towards Data Science

How do you know if a new machine learning model is an improvement over previous models? One way is to compare it to a baseline model developed for the same task. But that begs the question: how do…

Beginners Baseline Model for Machine Learning Project

Towards Data Science

Learn to standardize your machine learning development Continue reading on Towards Data Science

Implementing DeepPose Baseline model with Keras

Analytics Vidhya

The DeepPose paper is one of the fundamental papers in HPE(Human Pose Estimation) based on Deep learning. Me, as a learner in HPE reviewing previous papers on HPE had to read this paper. Pose…

Edge 327: A New Series About Fine-Tuning Foundation Models

TheSequence

In this Issue: An intro to our series about fine-tuning foundation models. A review of Meta AI’s LIMA paper that shows astonishing examples of the vlaue proposition of model fine-tuning. An overview o...

How to Make Baseline Predictions for Time Series Forecasting with Python

Machine Learning Mastery

Last Updated on August 21, 2019 Establishing a baseline is essential on any time series forecasting problem. A baseline in performance gives you an idea of how well all other models will actually perf...

Edge 351: A Summary of Our Series About Fine-Tuning in Foundation Models

TheSequence

💡 ML Concept of the Day: A Summary of Our Series About Fine-Tuning in Foundation Models Throughout the last few weeks, we have been exploring the emerging ecosystem of fine-tuning methods for foundat...