How to Maximize ML Project Success with Efficient Scoping? | MLOps 5
Author(s): Akhil Theerthala Originally published on Towards AI. How to Maximize ML Project Success with Efficient Scoping? U+007C MLOps 5 In our past articles of this series, we have seen many things. We started our journey by looking at the lifecycle of …
MLOps 4: Data in production
Author(s): Akhil Theerthala Originally published on Towards AI. Hi everyone! This is Akhil Theerthala, back again in the MLOps series. I had to take a break last week due to a fest at my uni. Now, returning to the series, we have …
Top Sites for Open-Source Dataset
Author(s): Cornellius Yudha Wijaya Originally published on Towards AI. Utilize these websites to acquire datasets for your projects This member-only story is on us. Upgrade to access all of Medium. Photo by Scott Graham on Unsplash Data is the heart of every …
How Much Data Is Needed For Machine Learning?
Author(s): Hrvoje Smolic Originally published on Towards AI. Data is the lifeblood of machine learning. Without data, there would be no way to train and evaluate ML models. But how much data do you need for machine learning? In this blog post, …
Setting Up Data Science Teams For Success
Author(s): Ori Cohen Originally published on Towards AI. By providing data, product & ML engineering functions This member-only story is on us. Upgrade to access all of Medium. Figure 1: The Three Pillars Of Data Science, Dr. Ori Cohen. It seems like …
Airflow is on the Cloud | ELT Pipeline Orchestration With Airflow & AWS
Author(s): Kaan Boke Ph.D. Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Photo by James Wheeler: https://www.pexels.com/photo/symmetrical-photography-of-clouds-covered-blue-sky-1486974/ You will see the ELT pipeline with Airflow orchestration. You will learn to load data to …
Jobs in Data: What the Data Tells Us About Skills And Salaries
Author(s): Jonty Haberfield Originally published on Towards AI. A brief analysis of over 9000 job specs for UK data professionals This member-only story is on us. Upgrade to access all of Medium. Photo by Eric Prouzet on Unsplash It’s an interesting time …
Building an End-to-End Linked Data Engineering Project
Author(s): Edoardo Bianchi Originally published on Towards AI. Data Modeling and Analysis using Semantic Web Technologies This member-only story is on us. Upgrade to access all of Medium. The first section of the final application. Image by the author. Applications are generally …
An Introduction to Federated Learning
Author(s): Chinmay Bhalerao Originally published on Towards AI. An Introduction to Federated Learning Data privacy and security with Federated learning People in the AI-ML-DL field often asked about privacy concerns of data and data security which is fairly logical because after training …
Things You Need for the First 6 Months of Getting into Data
Author(s): Byron Dolon Originally published on Towards AI. A list of FREE resources for anyone looking to become a data analyst, data engineer, or data scientist (and why anyone might want to take a look at it) This member-only story is on …
A Quantitative and Qualitative Approach To Data Cleaning
Author(s): Kaushik Choudhury Originally published on Towards AI. Clean data is the oxygen that enables the trained machine learning models to deliver Olympic-level performance. This member-only story is on us. Upgrade to access all of Medium. Photo by Lina Verovaya on Unsplash …
When Data Gets Wild — 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 There’s always more than one way to wrangle data. Data has grown exponentially in the last decade, …
How To Choose Your Loss Function — 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 …
Data Engineering Using Julia Lang
Author(s): Vivek Chaudhary Originally published on Towards AI. The objective of this blog is to understand how to build a Data Engineering pipeline using Julia Lang. There are a lot of blogs on the internet that talk about the theory of DE, …
A Data Scientist Is More Than Just a Data Scientist
Author(s): Shanmukh Dara Originally published on Towards AI. My thoughts on the best way to enter and advance in the field of data science… Photo by UX Indonesia on Unsplash Hello there, may I ask you a question? What are the top …
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