12 Essential Data Science Tools in 2022 Along With Their Best Practices
Author(s): Anil Tilbe Originally published on Towards AI. Consider building a toolkit, whether a novice or an advanced professional, that includes these 12 tools for everyday use This member-only story is on us. Upgrade to access all of Medium. By RyanMcGuire from …
Python Prior Machine Learning Part 2 & Data Analysis
Author(s): Gencay I. Originally published on Towards AI. Data Frame Analysis with Python This member-only story is on us. Upgrade to access all of Medium. Image by AuthorContent TableΒ· Introduction β InstallationΒ· How to gather your data? β ExampleΒ· How long your …
When Data Gets Wild β How to Handle It
Author(s): Rijul Singh Malik Originally published on Towards AI. A blog on data wrangling and handling a messy dataset. Photo by UX Indonesia on Unsplash Thereβs always more than one way to wrangle data. Data has grown exponentially in the last decade, …
No Language Left Behind
Author(s): Salvatore Raieli Originally published on Towards AI. Metaβs new model is able to translate between 200 different languages making the internet more accessible image from Amador Loureiro at Unsplash Introduction The limits of my language mean the limits of my world. …
How I Would Learn Machine Learning
Author(s): Sandro Luck (Data With Sandro) Originally published on Towards AI. If I Could Start Over This member-only story is on us. Upgrade to access all of Medium. Image of the Author, Created by the Author With just data, some coding skills, …
A Unique Way Of Visualising Confusion Matrix β Sankey Chart
Author(s): Hrishikesh Patel Originally published on Towards AI. Go Sankey for Less Confusion! This member-only story is on us. Upgrade to access all of Medium. Image by the author A confusion matrix in machine learning conveniently summarizes a modelβs performance. However, when …
Python Prior Machine Learning Part 1& Data Visualization
Author(s): Gencay I. Originally published on Towards AI. Matplotlib & Seaborn Briefly Explained and Compared This member-only story is on us. Upgrade to access all of Medium. Image by AuthorContent TableΒ· IntroductionΒ· Line Graph β Matplotlib β Seaborn β Animated Line GraphΒ· …
Bayesian Odds
Author(s): Egor Howell Originally published on Towards AI. How you can quickly compute the odds of an event using Bayesβ theorem This member-only story is on us. Upgrade to access all of Medium. Photo by Keenan Constance on Unsplash In our Bayesian …
How To Improve Your Analytical Report With Conditional Formatting In Pandas
Author(s): Hrishikesh Patel Originally published on Towards AI. Excel-like Conditional Formatting in Pandas Using Styler API This member-only story is on us. Upgrade to access all of Medium. Image by author Clearly communicating analytical insights with stakeholders is crucial for data scientists/analysts. …
Some Key Ideas About Representation Learning
Author(s): Jesus Rodriguez Originally published on Towards AI. A foundational piece of every machine learning solution. This member-only story is on us. Upgrade to access all of Medium. Source: https://syncedreview.com/2021/09/16/deepmind-podracer-tpu-based-rl-frameworks-deliver-exceptional-performance-at-low-cost-105/ I recently started an AI-focused educational newsletter, that already has over 125,000 …
Confusion Matrix to No Confusion Matrix in Just 5mins
Author(s): Gowtham S R Originally published on Towards AI. What is confusion matrix precision, recall, accuracy, F1-score, FPR, FNR, TPR, TNR? image from Unsplash uploaded by Siora Photography Image by author In the beginning of your data science career, confusion matrix will …
Zero-shot vs Few-shot Learning: Key Insights with 2022 Updates
Author(s): Anil Tilbe Originally published on Towards AI. These are the present-day definitions and insights about zero-shot and few-short learning setups. This member-only story is on us. Upgrade to access all of Medium. By Nathan Queloz from Unsplash If you want a …
TensorFlow 2.9 Is Here: Present-day Use Cases
Author(s): Anil Tilbe Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Tensorflow is available as an open-source deep learning framework for machine learning under the MIT license. It provides a high-level API, which …
Comparison of C++ and Python With Code Examples
Author(s): Amit Chauhan Originally published on Towards AI. Basic and OOPs concepts for software programming This member-only story is on us. Upgrade to access all of Medium. Photo by Jexo on Unsplash In this article, we will explain the code concept comparison …
How To Choose Your Loss Function β Where I Disagree With Cassie Kozyrkov
Author(s): Christian Leschinski Originally published on Towards AI. Selecting the right loss function and evaluation metrics is important for the success of your data science project. But while a lot has been written about machine learning algorithms and overall trends in our …