How to Learn Git in Simple Words
Modelingposted by ODSC Community July 6, 2022
I have worked with many data scientists in the past years. One thing that I found common among them is the lack of software development skills. A simple, but important, practice in software development is version control which is kinda known as Git in the industry while other technologies exist.... Read more
How to Build Your Own GPT-J Playground
ModelingNLP/Text Analyticsposted by ODSC Community July 5, 2022
When OpenAI released a playground for its GPT-3 model, the community was quick to create all sorts of impressive demos, many of which can be found in the Awesome GPT-3 Github repo. But what if we wanted to create our very own text generation playground? GPT-3 is proprietary and using... Read more
K Nearest Neighbors From Scratch With Python
Machine LearningModelingposted by ODSC Community July 5, 2022
K Nearest Neighbors is one of the simplest machine learning algorithms to implement. Its classification for a new instance is based on the target labels of K nearest instances, where K is a tunable hyperparameter. Not only that, but K is the only mandatory hyperparameter. Changing... Read more
How to Start Your Next Data Engineering Project
Modelingdata engineeringposted by ODSC Community June 29, 2022
Many programmers who are just starting out struggle with starting new data engineering projects. In our recent poll on YouTube, most viewers admitted that they have the most difficulty with even starting a data engineering project. The most common reasons noted in the poll were: Finding... Read more
Improve Your Model Performance with Auto-Encoders
Modelingposted by ODSC Community June 29, 2022
You never know how your model performs unless you evaluate the performance of the model. The goal of a data scientist is to develop a robust data science model. The robustness of the model is decided by computing how it performs on the validation and test... Read more
5 Essential Machine Learning Safety Topics For Better AI
ModelingMachine Learning SafetyML Safetyposted by ODSC Team June 28, 2022
As organizations increasingly rely on machine learning models for both developing strategic advantages and in their consumer-facing products. As a result, protecting one’s data and models has also become increasingly important. The sessions below will show you how you can implement better machine learning safety practices... Read more
Embedding Interactive Python Plots on the Web
Data VisualizationModelingPythonposted by ODSC Community June 28, 2022
One of the most important steps in the Data Science pipeline is Data Visualization. In fact, thanks to Data Visualization, Data Scientists can be able to quickly gather insights about the data they have available and any possible anomaly. Traditionally, Data Visualization consisted of creating static... Read more
Top 9 Most Essential Python Libraries For Beginners
ModelingPythonTools & LanguagesmatplotlibnumpyOpenCVPandasScikit-LearnTensorFlowposted by April Miller June 27, 2022
People worldwide know Python as the most used programming language to date. Major tech companies like Google, Amazon, Meta, Instagram, and Uber use Python for various applications. From web development to machine learning projects, Python is an essential tool in a data scientist’s kit. Many understand... Read more
An Introduction to Port Scans and Port Protection
Modelingcybersecurityposted by ODSC Community June 23, 2022
When it comes to cybercrime, an attacker’s primary goal is to gain access to your systems, using one of the many tools in their arsenal to do so. Considering that a ransomware attack happens every 11 seconds in the United States, data breaches and system corruption... Read more
Why Accuracy Isn’t Everything: Precision and Recall Simply Explained
Machine LearningModelingposted by ODSC Community June 22, 2022
A common question in data science interviews is “How would you measure the performance of a classification model when 99% of your data belongs to one class?” This is a straightforward question, yet many people stumble and don’t know how to respond. In this article, we... Read more
How to Learn Git in Simple Words
Modelingposted by ODSC Community Jul 6, 2022
I have worked with many data scientists in the past years. One thing that I found...
How to Build Your Own GPT-J Playground
Modelingposted by ODSC Community Jul 5, 2022
When OpenAI released a playground for its GPT-3 model, the community was quick to create all sorts of impressive...
K Nearest Neighbors From Scratch With Python
Machine Learningposted by ODSC Community Jul 5, 2022
K Nearest Neighbors is one of the simplest machine learning algorithms to implement. Its classification for...
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